Ten challenges for the future of pedometrics
•Community-based research effort.•Define ten challenging and unsolved pedometrics questions.•Review and proposed agenda for each challenge.•Guide for future pedometrics research.•Foster collaboration among soil scientists to solve the challenges. Pedometrics, the application of mathematical and stat...
Uloženo v:
| Vydáno v: | Geoderma Ročník 401; s. 115155 |
|---|---|
| Hlavní autoři: | , , , , , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Elsevier B.V
01.11.2021
Elsevier |
| Témata: | |
| ISSN: | 0016-7061, 1872-6259 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | •Community-based research effort.•Define ten challenging and unsolved pedometrics questions.•Review and proposed agenda for each challenge.•Guide for future pedometrics research.•Foster collaboration among soil scientists to solve the challenges.
Pedometrics, the application of mathematical and statistical methods to the study of the distribution and genesis of soils, has broadened its scope over the past two decades. The primary focus of pedometricians has traditionally been on spatial and spatio-temporal soil inventories with numerical soil classification, geostatistical modelling of spatial variation and mapping. The rapid development of remote and proximal soil sensing as well as data-driven statistical modelling techniques have had a major impact on pedometrics over the past decades. During this time, a general demand for quantitative digital soil information for environmental modelling and management has compelled pedometricians to address other soil-related questions from a quantitative point of view: soil genesis and utility and quality of soil. While scientific progress is largely an autonomous process that is difficult to steer, research efforts could benefit from an agenda with pressing pedometric research topics. This paper defines and discusses ten recent or longstanding pedometrics challenges, with the attempt to identify knowledge gaps and suggest new concepts and methods to overcome them. The ten challenges were selected through a collaborative effort and may serve as a guidance for future pedometrics research and to foster collaboration among soil scientists. The challenges discussed in this paper are also indicators of the current understanding and state of knowledge from which progress can be measured in the future. |
|---|---|
| AbstractList | Pedometrics, the application of mathematical and statistical methods to the study of the distribution and genesis of soils, has broadened its scope over the past two decades. The primary focus of pedometricians has traditionally been on spatial and spatio-temporal soil inventories with numerical soil classification, geostatistical modelling of spatial variation and mapping. The rapid development of remote and proximal soil sensing as well as data-driven statistical modelling techniques have had a major impact on pedometrics over the past decades. During this time, a general demand for quantitative digital soil information for environmental modelling and management has compelled pedometricians to address other soil-related questions from a quantitative point of view: soil genesis and utility and quality of soil. While scientific progress is largely an autonomous process that is difficult to steer, research efforts could benefit from an agenda with pressing pedometric research topics. This paper defines and discusses ten recent or longstanding pedometrics challenges, with the attempt to identify knowledge gaps and suggest new concepts and methods to overcome them. The ten challenges were selected through a collaborative effort and may serve as a guidance for future pedometrics research and to foster collaboration among soil scientists. The challenges discussed in this paper are also indicators of the current understanding and state of knowledge from which progress can be measured in the future. •Community-based research effort.•Define ten challenging and unsolved pedometrics questions.•Review and proposed agenda for each challenge.•Guide for future pedometrics research.•Foster collaboration among soil scientists to solve the challenges. Pedometrics, the application of mathematical and statistical methods to the study of the distribution and genesis of soils, has broadened its scope over the past two decades. The primary focus of pedometricians has traditionally been on spatial and spatio-temporal soil inventories with numerical soil classification, geostatistical modelling of spatial variation and mapping. The rapid development of remote and proximal soil sensing as well as data-driven statistical modelling techniques have had a major impact on pedometrics over the past decades. During this time, a general demand for quantitative digital soil information for environmental modelling and management has compelled pedometricians to address other soil-related questions from a quantitative point of view: soil genesis and utility and quality of soil. While scientific progress is largely an autonomous process that is difficult to steer, research efforts could benefit from an agenda with pressing pedometric research topics. This paper defines and discusses ten recent or longstanding pedometrics challenges, with the attempt to identify knowledge gaps and suggest new concepts and methods to overcome them. The ten challenges were selected through a collaborative effort and may serve as a guidance for future pedometrics research and to foster collaboration among soil scientists. The challenges discussed in this paper are also indicators of the current understanding and state of knowledge from which progress can be measured in the future. |
| ArticleNumber | 115155 |
| Author | Bouma, Johan Mulder, Vera L. McBratney, Alex B. Lagacherie, Philippe Yang, Lin Lark, R. Murray Libohova, Zamir Wadoux, Alexandre M.J.-C. Heuvelink, Gerard B.M. |
| Author_xml | – sequence: 1 givenname: Alexandre M.J.-C. surname: Wadoux fullname: Wadoux, Alexandre M.J.-C. email: alexandre.wadoux@sydney.edu.au organization: Sydney Institute of Agriculture & School of Life and Environmental Sciences, The University of Sydney, Australia – sequence: 2 givenname: Gerard B.M. surname: Heuvelink fullname: Heuvelink, Gerard B.M. organization: Soil Geography and Landscape group, Wageningen University & Research, The Netherlands – sequence: 3 givenname: R. Murray surname: Lark fullname: Lark, R. Murray organization: School of Biosciences, University of Nottingham, United Kingdom – sequence: 4 givenname: Philippe surname: Lagacherie fullname: Lagacherie, Philippe organization: LISAH, University of Montpellier, INRAE, IRD, Montpellier SupAgro, France – sequence: 5 givenname: Johan surname: Bouma fullname: Bouma, Johan organization: formerly Department of Soil Science and Geology, Wageningen University & Research, The Netherlands – sequence: 6 givenname: Vera L. surname: Mulder fullname: Mulder, Vera L. organization: Soil Geography and Landscape group, Wageningen University & Research, The Netherlands – sequence: 7 givenname: Zamir surname: Libohova fullname: Libohova, Zamir organization: US Department of Agriculture, Natural Resources Conservation Services, USA – sequence: 8 givenname: Lin surname: Yang fullname: Yang, Lin organization: School of Geography and Ocean Science, Nanjing University, China – sequence: 9 givenname: Alex B. surname: McBratney fullname: McBratney, Alex B. organization: Sydney Institute of Agriculture & School of Life and Environmental Sciences, The University of Sydney, Australia |
| BackLink | https://hal.inrae.fr/hal-03243607$$DView record in HAL |
| BookMark | eNqFkMtKAzEUhoNUsF5eQWap4Iy5TwsuLMUbFNzUdcgkJzZlOqlJKvj2Thl14aarwzl8_8_hO0WjLnSA0CXBFcFE3q6rdwgW4kZXFFNSESKIEEdoTCY1LSUV0xEa454sayzJCTpNad2vNaZ4jG6W0BVmpdsWundIhQuxyCso3C7vIhTBFVuwYQM5epPO0bHTbYKLn3mG3h4flvPncvH69DKfLUrDaZ3LacMaCw1xlDjCmZ1MptpJK7kVhjlwRmhsHbdsypyl3DQSeCNwI420XFrBztD10Nv_pbbRb3T8UkF79TxbqP0NM8qZxPUn6dmrgd3G8LGDlNXGJwNtqzsIu6SokEQwPpG8R-WAmhhSiuD-uglWe5VqrX5Vqr1KNajsg3f_gsZnnX3octS-PRy_H-LQO_v0EFUyHjoD1kcwWdngD1V8A-NUlRs |
| CitedBy_id | crossref_primary_10_1016_j_geoderma_2025_117446 crossref_primary_10_1111_ejss_13450 crossref_primary_10_1016_j_geoderma_2024_116795 crossref_primary_10_2489_jswc_2024_00068 crossref_primary_10_1080_10106049_2022_2102228 crossref_primary_10_1111_ejss_13523 crossref_primary_10_1016_j_geoderma_2024_116915 crossref_primary_10_1134_S1064229322100027 crossref_primary_10_1007_s12665_025_12235_y crossref_primary_10_1016_j_geoderma_2023_116585 crossref_primary_10_1111_ejss_70014 crossref_primary_10_3390_agriculture14081298 crossref_primary_10_1016_j_geoderma_2025_117277 crossref_primary_10_1007_s12145_024_01556_4 crossref_primary_10_1016_j_geoderma_2021_115659 crossref_primary_10_1016_j_spasta_2022_100639 crossref_primary_10_1016_j_geoderma_2022_115953 crossref_primary_10_1016_j_scitotenv_2023_163572 crossref_primary_10_1088_1748_9326_aca41e crossref_primary_10_3390_soilsystems6020034 crossref_primary_10_1016_j_geoderma_2024_116805 crossref_primary_10_1016_j_geodrs_2022_e00584 crossref_primary_10_1016_j_geoderma_2025_117302 crossref_primary_10_1016_j_envc_2025_101303 crossref_primary_10_1016_j_scitotenv_2024_170972 crossref_primary_10_1016_j_geoderma_2025_117466 crossref_primary_10_1111_ejss_13550 crossref_primary_10_1007_s11119_022_09955_7 crossref_primary_10_1371_journal_pone_0296545 crossref_primary_10_1016_j_ejrh_2025_102366 crossref_primary_10_1016_j_geoderma_2024_117067 crossref_primary_10_1007_s10661_025_13992_w crossref_primary_10_1016_j_soilad_2024_100025 crossref_primary_10_3390_land11122178 crossref_primary_10_1016_j_still_2025_106747 crossref_primary_10_1016_j_catena_2023_107392 crossref_primary_10_1007_s41748_025_00619_w crossref_primary_10_1109_JSTARS_2023_3275745 crossref_primary_10_1111_ejss_13581 crossref_primary_10_3390_soilsystems5030056 crossref_primary_10_1016_j_geoderma_2025_117337 crossref_primary_10_1080_10095020_2025_2454523 crossref_primary_10_1007_s40808_022_01493_5 crossref_primary_10_3390_agriculture12071062 crossref_primary_10_1111_ejss_70080 crossref_primary_10_5194_essd_16_2941_2024 crossref_primary_10_1139_cjss_2024_0070 crossref_primary_10_1016_j_geoderma_2022_116029 crossref_primary_10_1016_j_geoderma_2024_116824 crossref_primary_10_3390_land13060882 crossref_primary_10_1016_j_scitotenv_2024_170778 crossref_primary_10_5194_soil_9_21_2023 |
| Cites_doi | 10.1016/j.geoderma.2019.05.012 10.1007/978-1-4612-3532-3_4 10.1016/j.earscirev.2020.103359 10.1016/S0016-7061(99)00083-X 10.1016/j.geodrs.2017.10.004 10.1016/j.geoderma.2016.08.017 10.1016/0341-8162(95)00028-Q 10.1016/S0016-7061(00)00043-4 10.1016/j.geoderma.2018.02.020 10.1111/1462-2920.13231 10.1016/j.geoderma.2018.11.048 10.1016/j.geoderma.2018.11.002 10.1016/0016-7061(94)90024-8 10.1016/j.geoderma.2020.114725 10.1111/ejss.12282 10.1002/1096-9837(200008)25:9<1025::AID-ESP116>3.0.CO;2-Z 10.1016/j.geoderma.2015.08.013 10.5194/gmd-10-3519-2017 10.1016/j.jhydrol.2016.12.049 10.1111/ejss.12787 10.1128/msystems.00181-18 10.1002/2015WR017548 10.1097/00010694-200012000-00007 10.3390/su11123350 10.2136/vzj2015.09.0131 10.1016/j.geoderma.2009.07.005 10.2136/sssaj2011.0115 10.1016/j.geoderma.2011.10.007 10.1016/j.geoderma.2007.08.015 10.1016/j.geoderma.2018.07.026 10.5194/soil-4-1-2018 10.1016/j.agee.2009.06.014 10.1016/S0304-3800(02)00064-9 10.3389/fenvs.2019.00164 10.1111/geb.13118 10.2136/sssaj1959.03615995002300020021x 10.1111/ejss.13011 10.1016/j.geoderma.2019.114121 10.1016/j.still.2004.03.008 10.1016/j.geoderma.2019.07.018 10.1038/s41586-019-1418-6 10.1515/intag-2017-0039 10.2136/sssaj1968.03615995003200030030x 10.1071/SR14366 10.2136/sssaj2007.0011 10.2136/vzj2012.0186 10.1016/j.geoderma.2013.09.024 10.4267/2042/56287 10.1016/j.quascirev.2016.10.002 10.1016/S0166-2481(06)31022-7 10.1016/j.geoderma.2020.114508 10.1016/j.geoderma.2006.03.038 10.1016/j.ecolecon.2014.02.008 10.1111/j.1365-2389.1992.tb00127.x 10.1016/j.geoderma.2006.03.041 10.1111/j.1365-2664.2012.02213.x 10.1016/j.geoderma.2018.07.050 10.1111/2041-210X.12097 10.1090/S0002-9904-1902-00923-3 10.1016/S0016-7061(01)00024-6 10.1016/j.soisec.2020.100001 10.1111/ejss.12790 10.1016/j.geoderma.2005.04.009 10.1016/j.geoderma.2004.04.004 10.1039/b203096a 10.5194/esurf-5-21-2017 10.1007/s10584-011-0177-7 10.1128/AEM.00966-17 10.1016/j.geoderma.2020.114503 10.1016/0016-7061(92)90083-J 10.1016/S0016-7061(99)00003-8 10.1088/1748-9326/aaed52 10.1016/j.geoderma.2013.02.011 10.1016/S0016-7061(00)00088-4 10.1016/j.geoderma.2013.08.013 10.1016/0016-7061(94)90043-4 10.1111/j.1365-2389.1991.tb00411.x 10.1016/S0016-7061(03)00096-X 10.1016/S0016-7061(02)00139-8 10.1016/j.geoderma.2009.07.009 10.1016/j.agee.2007.01.008 10.1016/j.geoderma.2008.11.008 10.1016/0016-7061(96)00031-6 10.1016/S0016-7061(03)00137-X 10.1097/00010694-196303000-00014 10.1016/j.compag.2004.03.002 10.1002/env.471 10.1021/es203880p 10.17159/2411-9717/2015/v115n2a12 10.1038/s42003-019-0684-z 10.1016/0016-7061(75)90001-4 10.1016/j.soilbio.2018.06.029 10.1016/j.geoderma.2006.10.016 10.1016/j.geoderma.2015.05.006 10.1111/j.1365-2389.1980.tb02085.x 10.1016/j.geoderma.2011.01.001 10.1016/j.scitotenv.2019.05.061 10.1016/j.geoderma.2007.05.012 10.3390/soilsystems3020034 10.1016/j.geoderma.2016.12.017 10.1191/0309133303pp366ra 10.1016/j.geoderma.2018.02.022 10.5194/soil-4-123-2018 10.1016/j.geoderma.2019.01.049 10.1016/j.geoderma.2019.113913 10.1016/j.geoderma.2006.03.042 10.1016/S0304-3800(03)00027-9 10.1038/138548c0 10.1111/1365-2745.12025 10.1016/j.geoderma.2015.09.008 10.1071/SR12144 10.1016/j.geoderma.2015.08.009 10.1111/j.1365-2389.1983.tb01057.x 10.1016/j.geoderma.2016.06.031 10.5194/soil-5-1-2019 10.1016/0098-3004(81)90077-7 10.1890/1051-0761(2006)016[2123:MDITAA]2.0.CO;2 10.1111/j.1365-2389.1971.tb01624.x 10.1016/j.landusepol.2017.06.025 10.1016/j.geoderma.2017.08.009 10.1111/j.1469-8137.2011.03859.x 10.1080/01431160110115942 10.1002/jpln.201300646 10.1016/S0016-7061(98)00078-0 10.3389/feart.2013.00002 10.1038/ncomms2431 10.1016/S0022-1694(02)00252-4 10.1016/B978-0-12-394275-3.00003-1 10.1111/sum.12518 10.5897/AJAR2015.9904 10.1016/S0016-7061(01)00025-8 10.1016/j.geoderma.2009.07.010 10.1016/j.geoderma.2012.01.005 10.1111/j.1365-2389.1980.tb02084.x 10.1016/S0016-7061(97)00147-X 10.1002/ldr.2503 10.2136/sssaj2013.07.0291 10.1016/j.geoderma.2015.03.014 10.1016/S0022-1694(98)00232-7 10.1016/0038-0717(95)00041-C 10.1016/j.cageo.2015.08.004 |
| ContentType | Journal Article |
| Copyright | 2021 Elsevier B.V. Distributed under a Creative Commons Attribution 4.0 International License |
| Copyright_xml | – notice: 2021 Elsevier B.V. – notice: Distributed under a Creative Commons Attribution 4.0 International License |
| DBID | AAYXX CITATION 7S9 L.6 1XC VOOES |
| DOI | 10.1016/j.geoderma.2021.115155 |
| DatabaseName | CrossRef AGRICOLA AGRICOLA - Academic Hyper Article en Ligne (HAL) Hyper Article en Ligne (HAL) (Open Access) |
| DatabaseTitle | CrossRef AGRICOLA AGRICOLA - Academic |
| DatabaseTitleList | AGRICOLA |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Agriculture Statistics |
| EISSN | 1872-6259 |
| ExternalDocumentID | oai:HAL:hal-03243607v1 10_1016_j_geoderma_2021_115155 S0016706121002354 |
| GroupedDBID | --K --M -DZ -~X .~1 0R~ 1B1 1RT 1~. 1~5 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JM 9JN AABNK AABVA AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AATLK AAXUO ABFRF ABGRD ABJNI ABMAC ABQEM ABQYD ABYKQ ACDAQ ACGFO ACGFS ACIUM ACLVX ACRLP ACSBN ADBBV ADEZE ADQTV AEBSH AEFWE AEKER AENEX AEQOU AFKWA AFTJW AFXIZ AGHFR AGUBO AGYEJ AHHHB AIEXJ AIKHN AITUG AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ATOGT AXJTR BKOJK BLXMC CBWCG CS3 DU5 EBS EFJIC EFLBG EO8 EO9 EP2 EP3 F5P FDB FIRID FNPLU FYGXN G-Q GBLVA IHE IMUCA J1W KOM LW9 LY3 LY9 M41 MO0 N9A O-L O9- OAUVE OZT P-8 P-9 P2P PC. Q38 ROL RPZ SAB SDF SDG SES SPC SPCBC SSA SSE SSZ T5K ~02 ~G- 29H 9DU AAHBH AALCJ AAQXK AATTM AAXKI AAYWO AAYXX ABEFU ABFNM ABUFD ABWVN ABXDB ACLOT ACRPL ACVFH ADCNI ADMUD ADNMO ADVLN AEGFY AEIPS AEUPX AFFNX AFJKZ AFPUW AGQPQ AI. AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP ASPBG AVWKF AZFZN CITATION EFKBS EJD FEDTE FGOYB G-2 GROUPED_DOAJ HLV HMA HMC HVGLF HZ~ H~9 K-O OHT R2- SEN SEP SEW VH1 WUQ XPP Y6R ZMT ~HD 7S9 L.6 1XC VOOES |
| ID | FETCH-LOGICAL-c427t-9b3bdeb1f21f143d889af6d64d5c3fefc5a0df4d393fd24cb6e4b50b6c6d46d53 |
| ISICitedReferencesCount | 54 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000667306700002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0016-7061 |
| IngestDate | Tue Oct 14 20:47:14 EDT 2025 Sat Nov 15 02:59:43 EST 2025 Sat Nov 29 07:29:58 EST 2025 Tue Nov 18 21:28:54 EST 2025 Fri Feb 23 02:44:27 EST 2024 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Soil science Pedology Knowledge gaps Scientific agenda Research questions |
| Language | English |
| License | Distributed under a Creative Commons Attribution 4.0 International License: http://creativecommons.org/licenses/by/4.0 |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c427t-9b3bdeb1f21f143d889af6d64d5c3fefc5a0df4d393fd24cb6e4b50b6c6d46d53 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
| ORCID | 0000-0003-2092-3366 0000-0002-2948-1966 0000-0002-1698-6666 |
| OpenAccessLink | https://hal.inrae.fr/hal-03243607 |
| PQID | 2561534864 |
| PQPubID | 24069 |
| ParticipantIDs | hal_primary_oai_HAL_hal_03243607v1 proquest_miscellaneous_2561534864 crossref_primary_10_1016_j_geoderma_2021_115155 crossref_citationtrail_10_1016_j_geoderma_2021_115155 elsevier_sciencedirect_doi_10_1016_j_geoderma_2021_115155 |
| PublicationCentury | 2000 |
| PublicationDate | 2021-11-01 2021-11-00 20211101 2021-11 |
| PublicationDateYYYYMMDD | 2021-11-01 |
| PublicationDate_xml | – month: 11 year: 2021 text: 2021-11-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationTitle | Geoderma |
| PublicationYear | 2021 |
| Publisher | Elsevier B.V Elsevier |
| Publisher_xml | – name: Elsevier B.V – name: Elsevier |
| References | Adamchuk, Hummel, Morgan, Upadhyaya (b0005) 2004; 44 Xi (b0875) 1998 Hilbert (b0335) 1902; 8 McBratney, Field, Koch (b0510) 2014; 213 Bouma, Libohova, Lagacherie, Yang (b0105) 2019; 44 Pachepsky, Hill (b0605) 2017; 287 Ramsey, Taylor, Lee (b0635) 2002; 4 Lin, Ebtehaj, Wang, Bras (b0475) 2017; 53 dos Santos, H.G., Jacomine, P.K.T., Dos Anjos, L.H.C., De Oliveira, V.A., Lumbreras, J.F., Coelho, M.R., De Almeida, J.A., de Araujo Filho, J.C., De Oliveira, J.B., Cunha, T.J.F., 2018. Sistema Brasileiro de Classificação de Solos.. Brasília, DF: Embrapa, Brazil. Goovaerts (b0265) 1999; 89 Angst, Mueller, Prater, Angst, Frouz, Jílková, Peterse, Nierop (b0025) 2019; 2 Angelini, Heuvelink, Kempen, Morrás (b0020) 2016; 281 Stumpf, Goebes, Schmidt, Schindewolf, Schönbrodt-Stitt, Wadoux, Xiang, Scholten (b0710) 2017; 28 McNicol, Bulmer, D’Amore, Sanborn, Saunders, Giesbrecht, Arriola, Bidlack, Butman, Buma (b0545) 2019; 14 Schulla, J., Jasper, K., 2007. Model description WaSiM-ETH. Technical Report Institute for Atmospheric and Climate Science, Swiss Federal Institute of Technology, Zürich. Scull, Franklin, Chadwick, McArthur (b0680) 2003; 27 Coulouma, Prevot, Lagacherie (b0185) 2020; 362 Lark, Knights (b0470) 2015; 251 Milne (b0555) 1936; 138 FAO (1977). A Framework for Land Evaluation. 32. International Institute for Land Reclamation and Improvement, Agriculture Organization of the United Nations. Soil Resources and Conservation Service. Nyamapfene (b0580) 1991; vol. 1 Vašát, Heuvelink, Boruvka (b0755) 2010; 155 Boyer, Alexander, Parton, Li, Butterbach-Bahl, Donner, Skaggs, Grosso (b0120) 2006; 16 Heuvelink (b0310) 2018 Hu, Coleman, Hendrix, Beare (b0350) 1995; 27 Vereecken, H., Schnepf, A., Hopmans, J.W., Javaux, M., Or, D., Roose, T., Vanderborght, J., Young, M.H., Amelung, W., Aitkenhead, M., Allison, S.D., Assouline, S., Baveye, P., Berli, M., Brüggemann, N., Finke, P., Flury, M., Gaiser, T., Govers, G., Ghezzehei, T., Hallett, P., Hendricks Franssen, H.J., Heppell, J., Horn, R., Huisman, J.A., Jacques, D., Jonard, F., Kollet, S., Lafolie, F., Lamorski, K., Leitner, D., McBratney, A.B., Minasny, B., Montzka, C., Nowak, W., Pachepsky, Y., Padarian, J., Romano, N., Roth, K., Rothfuss, Y., Rowe, E.C., Schwen, A., Šnek, J., Tiktak, A., Van Dam, J., van der Zee, S.E.A.T.M., Vogel, H.J., Vrugt, J.A., Wöshling, T., Young, I.M., 2016. Modeling soil processes: review, key challenges, and new perspectives. Vadose Zone J. 15. Zheng, Zhao, Gong, Zhai, Li (b0885) 2018; 125 Field, Morgan, McBratney (b0225) 2016 Brown, Heuvelink (b0130) 2006 Feddes, Kowalik, Zaradny (b0220) 1978 Vos, Don, Hobley, Prietz, Heidkamp, Freibauer (b0805) 2019; 70 DiMucci, Kon, Segrè (b0205) 2018; 3 Bierkens, Finke, de Willigen (b0060) 2000 Olden, Jackson (b0595) 2002; 154 Jiang, Anderson, Kitchen, Sudduth, Sadler (b0415) 2007; 71 Minasny, McBratney (b0560) 2006; 133 Styc, Lagacherie (b0715) 2019; 3 Wadoux, Brus, Heuvelink (b0815) 2019; 355 Beaudette, Roudier, Skovlin (b0045) 2016 Carré, Jacobson (b0165) 2009; 148 Follain, Minasny, McBratney, Walter (b0235) 2006; 133 McBratney, De Gruijter (b0500) 1992; 43 Diekkrüger, Igwe (b0195) 2015; 10 Webster (b0850) 2015; 115 Vaysse, Lagacherie (b0760) 2017; 291 Heuvelink (b0305) 1998 Bockheim, Gennadiyev (b0070) 2000; 95 Bouma (b0095) 2020; 375 Michéli, Láng, Owens, McBratney, Hempel (b0550) 2016; 264 Kuang, B., Mahmood, H.S., Quraishi, M.Z., Hoogmoed, W.B., Mouazen, A.M., van Henten, E.J., 2012. Sensing soil properties in the laboratory, in situ, and on-line: a review. In: Advances in Agronomy, vol. 114. Elsevier, pp. 155–223. Cohen, Willgoose, Hancock (b0180) 2010 Walter, C., Lagacherie, P., Follain, S., 2006. Integrating pedological knowledge into digital soil mapping. In: Lagacherie, P., McBratney, A.B., Voltz, M. (Eds.), Digital Soil Mapping, An Introductory Perspective, vol. 31, Elsevier, pp. 281–615. Dominati, Mackay, Green, Patterson (b0210) 2014; 100 Adhikari, Hartemink (b0015) 2016; 262 Viscarra Rossel, Chen, Grundy, Searle, Clifford, Campbell (b0785) 2015; 53 Mückenhausen, E., Vogel, F., 1962. Entstehung, Eigenschaften und Systematik der Böden der Bundesrepublik Deutschland. DLG Verlags, Frankfurt Am Main, Germany. Beckett, P.H.T., Bie, S.W., 1978. Use of soil and land-system maps to provide soil information in Australia. Technical Report CSIRO Division of Soils Technical Paper No. 33, Commonwealth Scientific and Industrial Research Organization, Melbourne, Australia. Lagacherie, Gomez (b0465) 2018 Bardgett (b0035) 2005 Burrough, Bouma, Yates (b0160) 1994; 62 Grierson, Barnes, Chase, Clarke, Grierson, Edwards, Jellis, Jones, Knapp, Oldroyd, Poppy, Temple, Williams, Bastow (b0280) 2011; 192 Hartemink, McBratney, Cattle (b0295) 2001; 100 Nussbaum, Spiess, Baltensweiler, Grob, Keller, Greiner, Schaepman, Papritz (b0575) 2018; 4 Furey, Davis, Seiter-Moser (b0245) 2019; 334 Heuvelink, Schoorl, Veldkamp, Pennock (b0320) 2006; 133 Webster, Oliver (b0855) 2007 Hughes, McBratney, Huang, Minasny, Micheli, Hempel (b0360) 2017; 307 Zhu, A.X., R Lark, M., Minasny, B., Huang, Y., 2012. Entering the digital world (Pedometrics 2009). Geoderma 171, 1–2. Sun, Li, Avera, Strahm, Badgley (b0720) 2017; 83 Kerry, Goovaerts, Rawlins, Marchant (b0430) 2012; 170 Barnhart, Hutton, Tucker, Gasparini, Istanbulluoglu, Hobley, Lyons, Mouchene, Nudurupati, Adams, Bandaragoda (b0040) 2020; 8 Adewopo, VanZomeren, Bhomia, Almaraz, Bacon, Eggleston, Judy, Lewis, Lusk, Miller, Moorberg, Snyder, Tiedeman (b0010) 2014; 78 Petersen, Gröngröft, Miehlich (b0615) 2010; 155 Bouma (b0090) 2014; 177 Cerri, Easter, Paustian, Killian, Coleman, Bernoux, Falloon, Powlson, Batjes, Milne, Cerri (b0175) 2007; 122 Lagacherie, Arrouays, Bourennane, Gomez, Nkuba-Kasanda (b0460) 2020; 375 Western, Blöschl (b0860) 1999; 217 Hughes, McBratney, Huang, Minasny, Micheli, Hempel (b0365) 2018; 322 Simonson (b0685) 1959; 23 Keuskamp, Dingemans, Lehtinen, Sarneel, Hefting (b0435) 2013; 4 Phillips, Marion (b0625) 2005; 124 Greiner, Nussbaum, Papritz, Zimmermann, Gubler, Grêt-Regamey, Keller (b0275) 2018; 4 Wang, Li, Bork, Richter, Eum, Chen, Shah, Mezbahuddin (b0835) 2020 Karimi, Villerd, Dequiedt, Terrat, Chemidlin-Prévost Bouré, Djemiel, Lelièvre, Tripied, Nowak, Saby, Bispo, Jolivet, Arrouays, Wincker, Cruaud, Ranjard (b0425) 2020; 29 Paul, Polglase, Richards (b0610) 2003; 164 Greiner, Keller, Grêt-Regamey, Papritz (b0270) 2017; 69 Odgers, Sun, McBratney, Minasny, Clifford (b0590) 2014; 214 Veldkamp, Baartman, Coulthard, Maddy, Schoorl, Storms, Temme, van Balen, van De Wiel, Van Gorp, Viveen, Westaway, Whittaker (b0770) 2017; 166 McBratney, Webster, Burgess (b0535) 1981; 7 Giasson, Van Es, Van Wambeke, Bryant (b0250) 2000; 165 Ilie, Dittrich, Carvalhais, Jung, Heinemeyer, Migliavacca, Morison, Sippel, Subke, Wilkinson (b0400) 2017; 10 Finke (b0230) 2012; 171 McBratney, Odeh, Bishop, Dunbar, Shatar (b0530) 2000; 97 Burrough, Beckett, Jarvis (b0155) 1971; 22 Ibáñez, Feoli (b0390) 2013; 12 Isbell (b0405) 2016 Hughes, McBratney, Minasny, Huang, Micheli, Hempel, Jones (b0370) 2018; 322 Ranjard, Dequiedt, Prévost-Bouré, Thioulouse, Saby, Lelievre, Maron, Morin, Bispo, Jolivet, Arrouays, Lemanceau (b0640) 2013; 4 Diggle, Ribeiro (b0200) 2007 Hoosbeek, Bryant (b0345) 1992; 55 McBratney, Field, Morgan, Huang (b0505) 2019; 11 Pham, Nguyen, Dao, Prakash, Ly, Le, Ho, Nguyen, Ngo, Hoang, Son, Ngo, Tran, Do, Van Le, Ho, Tien Bui (b0620) 2019; 679 Brus, Heuvelink (b0135) 2007; 138 Ibáñez, De’Alba, Lobo, Zucarello (b0385) 1998; 83 O’Brien, Gibbons, Owens, Hampton-Marcell, Johnston, Jastrow, Gilbert, Meyer, Antonopoulos (b0585) 2016; 18 Défossez, Richard, Boizard, O’Sullivan (b0190) 2003; 116 Hack-ten Broeke, Mulder, Bartholomeus, Van Dam, Holshof, Hoving, Walvoort, Heinen, Kroes, van Bakel, Supit, de Wit, Ruijtenberg (b0125) 2019; 338 Western (b0865) 1978 IUSS Working Group (b0410) 2015; vol. 106 Bishop, McBratney, Laslett (b0065) 1999; 91 Sutherland, Freckleton, Godfray, Beissinger, Benton, Cameron, Carmel, Coomes, Coulson, Emmerson, Hails, Hays, Hodgson, Hutchings, Johnson, Jones, Keeling, Kokko, Kunin, Lambin, Lewis, Malhi, Mieszkowska, Milner-Gulland, Norris, Phillimore, Purves, Reid, Reuman, Thompson, Travis, Turnbull, Wardle, Wiegand (b0725) 2013; 101 Kidd, Webb, Grose, Moreton, Malone, McBratney, Minasny, Viscarra Rossel, Sparrow, Smith (b0440) 2012 Rossiter, Liu, Carlisle, Zhu (b0660) 2015; 259 Van Den Hoogen, Geisen, Routh, Ferris, Traunspurger, Wardle, De Goede, Adams, Ahmad, Andriuzzi (b0750) 2019; 572 McKenzie, Grundy, Webster, Ringrose-Voase (b0540) 2008 Yaalon (b0880) 1975; 14 Verheyen, Adriaens, Hermy, Deckers (b0780) 2001; 101 Veerman, C., Correia, T.P., Bastioli, C., Biro, B., Bouma, J., Cienciala, E., Emmett, B., Frison, E.-A., Grand, A., Filchev, L.H., 2020. Caring for soil is caring for life: ensure 75% of soils are healthy by 2030 for healthy food, people, nature and climate: Report of the Mission Board for Soil health and food. Technical Report Publications Office of the European Union, Luxembourg. Rossiter (b0650) 1996; 72 Soil Science Division Staff, 2017. Soil Survey Manual. Government Printing Office, Washington, D.C., USA.C. Ditzler, K. Scheffe, and H.C. Monger (eds.). USDA Handbook 18. Burgess, Webster (b0140) 1980; 31 McBratney, de Gruijter, Bryce (b0515) 2019; 338 Bonfante, Basile, Bouma (b0080) 2020; 5 Taalab, Corstanje, Mayr, Whelan, Creamer (b0730) 2015; 66 Lafolie, F., Cousin, I., Maron, P.-A., Mollier, A., Pot-Genty, V., Moitrier, N., Moitrier, N., Nouguier, C., 2013. The soil virtuel modeling platform. In: Sino-French Training Course AIR ECO SOLS. Interdisciplinary Approach of Soil Ecological Restoration. Nancy, France. https://hal.inrae.fr/hal-02805313 [Accessed 15 January 2021]. Franz, Acosta, Altimir, Arriga, Arrouays, Aubinet, Aurela, Ayres, López-Ballesteros, Barbaste, Berveiller, Biraud, Boukir, Brown, Brümmer, Buchmann, Burba, Carrara, Cescatti, Ceschia, Clement, Cremonese, Crill, Darenova, Dengel, D’Odorico, Filippa, Fleck, Fratini, Fuss, Gielen, Gogo, Grace, Graf, Grelle, Gross, Grünwald, Haapanala, Hehn, Heinesch, Ibrom (b0240) 2018; 32 Carré, McBratney, Mayr, 10.1016/j.geoderma.2021.115155_b0765 Diekkrüger (10.1016/j.geoderma.2021.115155_b0195) 2015; 10 DiMucci (10.1016/j.geoderma.2021.115155_b0205) 2018; 3 McBratney (10.1016/j.geoderma.2021.115155_b0500) 1992; 43 McBratney (10.1016/j.geoderma.2021.115155_b0525) 2002; 109 Heuvelink (10.1016/j.geoderma.2021.115155_b0310) 2018 Western (10.1016/j.geoderma.2021.115155_b0865) 1978 Ribeiro (10.1016/j.geoderma.2021.115155_b0645) 2016 10.1016/j.geoderma.2021.115155_b0085 Guo (10.1016/j.geoderma.2021.115155_b0290) 2003; 117 IUSS Working Group (10.1016/j.geoderma.2021.115155_b0410) 2015; vol. 106 Sreelash (10.1016/j.geoderma.2021.115155_b0705) 2017; 546 Sun (10.1016/j.geoderma.2021.115155_b0720) 2017; 83 Hughes (10.1016/j.geoderma.2021.115155_b0355) 2017; 11 Huston (10.1016/j.geoderma.2021.115155_b0375) 1994 Ma (10.1016/j.geoderma.2021.115155_b0480) 2019; 70 Nyamapfene (10.1016/j.geoderma.2021.115155_b0580) 1991; vol. 1 Bone (10.1016/j.geoderma.2021.115155_b0075) 2012; 46 Bonfante (10.1016/j.geoderma.2021.115155_b0080) 2020; 5 Lark (10.1016/j.geoderma.2021.115155_b0470) 2015; 251 Bouma (10.1016/j.geoderma.2021.115155_b0100) 2020; 1 Heuvelink (10.1016/j.geoderma.2021.115155_b0320) 2006; 133 Karimi (10.1016/j.geoderma.2021.115155_b0425) 2020; 29 Webster (10.1016/j.geoderma.2021.115155_b0855) 2007 Bouma (10.1016/j.geoderma.2021.115155_b0090) 2014; 177 Odgers (10.1016/j.geoderma.2021.115155_b0590) 2014; 214 Paul (10.1016/j.geoderma.2021.115155_b0610) 2003; 164 Goovaerts (10.1016/j.geoderma.2021.115155_b0265) 1999; 89 Gudmundsson (10.1016/j.geoderma.2021.115155_b0285) 2013; 1 Ranjard (10.1016/j.geoderma.2021.115155_b0640) 2013; 4 Wadoux (10.1016/j.geoderma.2021.115155_b0810) 2019; 351 Burgess (10.1016/j.geoderma.2021.115155_b0145) 1980; 31 Lagacherie (10.1016/j.geoderma.2021.115155_b0460) 2020; 375 Webster (10.1016/j.geoderma.2021.115155_b0850) 2015; 115 Hu (10.1016/j.geoderma.2021.115155_b0350) 1995; 27 Mayr (10.1016/j.geoderma.2021.115155_b0495) 2010 Olden (10.1016/j.geoderma.2021.115155_b0595) 2002; 154 Feddes (10.1016/j.geoderma.2021.115155_b0220) 1978 Vašát (10.1016/j.geoderma.2021.115155_b0755) 2010; 155 Bardgett (10.1016/j.geoderma.2021.115155_b0035) 2005 Pino (10.1016/j.geoderma.2021.115155_b0630) 2019; 354 Rossiter (10.1016/j.geoderma.2021.115155_b0655) 2018 Lagacherie (10.1016/j.geoderma.2021.115155_b0455) 2005; 128 Dominati (10.1016/j.geoderma.2021.115155_b0210) 2014; 100 Morand (10.1016/j.geoderma.2021.115155_b0565) 2013; 51 Wiesmeier (10.1016/j.geoderma.2021.115155_b0870) 2019; 333 Xi (10.1016/j.geoderma.2021.115155_b0875) 1998 Bishop (10.1016/j.geoderma.2021.115155_b0065) 1999; 91 Orton (10.1016/j.geoderma.2021.115155_b0600) 2016; 262 10.1016/j.geoderma.2021.115155_b0745 Ibañez (10.1016/j.geoderma.2021.115155_b0380) 1995; 24 Giltrap (10.1016/j.geoderma.2021.115155_b0255) 2010; 136 Hoosbeek (10.1016/j.geoderma.2021.115155_b0345) 1992; 55 Michéli (10.1016/j.geoderma.2021.115155_b0550) 2016; 264 Lin (10.1016/j.geoderma.2021.115155_b0475) 2017; 53 Yaalon (10.1016/j.geoderma.2021.115155_b0880) 1975; 14 Šimunek (10.1016/j.geoderma.2021.115155_b0690) 2003; 272 Isbell (10.1016/j.geoderma.2021.115155_b0405) 2016 Nussbaum (10.1016/j.geoderma.2021.115155_b0575) 2018; 4 Heuvelink (10.1016/j.geoderma.2021.115155_b0305) 1998 Cerri (10.1016/j.geoderma.2021.115155_b0175) 2007; 122 Lagacherie (10.1016/j.geoderma.2021.115155_b0465) 2018 Brown (10.1016/j.geoderma.2021.115155_b0130) 2006 McBratney (10.1016/j.geoderma.2021.115155_b0520) 2007; 141 Field (10.1016/j.geoderma.2021.115155_b0225) 2016 O’Brien (10.1016/j.geoderma.2021.115155_b0585) 2016; 18 10.1016/j.geoderma.2021.115155_b0215 Verheyen (10.1016/j.geoderma.2021.115155_b0780) 2001; 101 10.1016/j.geoderma.2021.115155_b0570 10.1016/j.geoderma.2021.115155_b0450 Hughes (10.1016/j.geoderma.2021.115155_b0360) 2017; 307 Adewopo (10.1016/j.geoderma.2021.115155_b0010) 2014; 78 10.1016/j.geoderma.2021.115155_b0050 Rossiter (10.1016/j.geoderma.2021.115155_b0650) 1996; 72 Défossez (10.1016/j.geoderma.2021.115155_b0190) 2003; 116 Diggle (10.1016/j.geoderma.2021.115155_b0200) 2007 McNicol (10.1016/j.geoderma.2021.115155_b0545) 2019; 14 Simonson (10.1016/j.geoderma.2021.115155_b0685) 1959; 23 Keuskamp (10.1016/j.geoderma.2021.115155_b0435) 2013; 4 Baize (10.1016/j.geoderma.2021.115155_b0030) 2009 Burrough (10.1016/j.geoderma.2021.115155_b0150) 1983; 34 Greiner (10.1016/j.geoderma.2021.115155_b0275) 2018; 4 Petersen (10.1016/j.geoderma.2021.115155_b0615) 2010; 155 Wadoux (10.1016/j.geoderma.2021.115155_b0815) 2019; 355 Hack-ten Broeke (10.1016/j.geoderma.2021.115155_b0125) 2019; 338 Stumpf (10.1016/j.geoderma.2021.115155_b0710) 2017; 28 Vogel (10.1016/j.geoderma.2021.115155_b0800) 2019; 7 Giasson (10.1016/j.geoderma.2021.115155_b0250) 2000; 165 Jiang (10.1016/j.geoderma.2021.115155_b0415) 2007; 71 Six (10.1016/j.geoderma.2021.115155_b0695) 2004; 79 Viscarra Rossel (10.1016/j.geoderma.2021.115155_b0795) 2008 Tompkins (10.1016/j.geoderma.2021.115155_b0740) 1968; 32 Burgess (10.1016/j.geoderma.2021.115155_b0140) 1980; 31 Grierson (10.1016/j.geoderma.2021.115155_b0280) 2011; 192 Boyer (10.1016/j.geoderma.2021.115155_b0120) 2006; 16 Wadoux (10.1016/j.geoderma.2021.115155_b0825) 2020; 210 10.1016/j.geoderma.2021.115155_b0445 Scull (10.1016/j.geoderma.2021.115155_b0680) 2003; 27 Wang (10.1016/j.geoderma.2021.115155_b0835) 2020 Heuvelink (10.1016/j.geoderma.2021.115155_b0325) 2001; 100 Pachepsky (10.1016/j.geoderma.2021.115155_b0605) 2017; 287 Heuvelink (10.1016/j.geoderma.2021.115155_b0315) 2019; 43 Beaudette (10.1016/j.geoderma.2021.115155_b0045) 2016 Bouma (10.1016/j.geoderma.2021.115155_b0095) 2020; 375 Goldshleger (10.1016/j.geoderma.2021.115155_b0260) 2002; 23 Sutherland (10.1016/j.geoderma.2021.115155_b0725) 2013; 101 Franz (10.1016/j.geoderma.2021.115155_b0240) 2018; 32 Greiner (10.1016/j.geoderma.2021.115155_b0270) 2017; 69 Viscarra Rossel (10.1016/j.geoderma.2021.115155_b0785) 2015; 53 Pham (10.1016/j.geoderma.2021.115155_b0620) 2019; 679 Hilbert (10.1016/j.geoderma.2021.115155_b0335) 1902; 8 Ibanez (10.1016/j.geoderma.2021.115155_b0395) 2012; 49 McBratney (10.1016/j.geoderma.2021.115155_b0505) 2019; 11 Wadoux (10.1016/j.geoderma.2021.115155_b0820) 2021; 383 Adhikari (10.1016/j.geoderma.2021.115155_b0015) 2016; 262 Veldkamp (10.1016/j.geoderma.2021.115155_b0770) 2017; 166 Western (10.1016/j.geoderma.2021.115155_b0860) 1999; 217 Hughes (10.1016/j.geoderma.2021.115155_b0365) 2018; 322 Barnhart (10.1016/j.geoderma.2021.115155_b0040) 2020; 8 10.1016/j.geoderma.2021.115155_b0675 10.1016/j.geoderma.2021.115155_b0830 Webster (10.1016/j.geoderma.2021.115155_b0845) 1994; 62 Ma (10.1016/j.geoderma.2021.115155_b0485) 2019; 341 Angst (10.1016/j.geoderma.2021.115155_b0025) 2019; 2 Minasny (10.1016/j.geoderma.2021.115155_b0560) 2006; 133 McBratney (10.1016/j.geoderma.2021.115155_b0530) 2000; 97 Kerry (10.1016/j.geoderma.2021.115155_b0430) 2012; 170 Coulouma (10.1016/j.geoderma.2021.115155_b0185) 2020; 362 Burrough (10.1016/j.geoderma.2021.115155_b0160) 1994; 62 Taalab (10.1016/j.geoderma.2021.115155_b0730) 2015; 66 Phillips (10.1016/j.geoderma.2021.115155_b0625) 2005; 124 10.1016/j.geoderma.2021.115155_b0700 Bouma (10.1016/j.geoderma.2021.115155_b0115) 2019; 35 10.1016/j.geoderma.2021.115155_b0420 Ramsey (10.1016/j.geoderma.2021.115155_b0635) 2002; 4 10.1016/j.geoderma.2021.115155_b0665 Hendriks (10.1016/j.geoderma.2021.115155_b0300) 2021; 72 McBratney (10.1016/j.geoderma.2021.115155_b0535) 1981; 7 Bockheim (10.1016/j.geoderma.2021.115155_b0070) 2000; 95 Viscarra Rossel (10.1016/j.geoderma.2021.115155_b0790) 2001; 12 Burrough (10.1016/j.geoderma.2021.115155_b0155) 1971; 22 McBratney (10.1016/j.geoderma.2021.115155_b0510) 2014; 213 Bouma (10.1016/j.geoderma.2021.115155_b0105) 2019; 44 Cohen (10.1016/j.geoderma.2021.115155_b0180) 2010 Kidd (10.1016/j.geoderma.2021.115155_b0440) 2012 Angelini (10.1016/j.geoderma.2021.115155_b0020) 2016; 281 McKenzie (10.1016/j.geoderma.2021.115155_b0540) 2008 Finke (10.1016/j.geoderma.2021.115155_b0230) 2012; 171 Hewitt (10.1016/j.geoderma.2021.115155_b0330) 2010 McBratney (10.1016/j.geoderma.2021.115155_b0515) 2019; 338 Ibáñez (10.1016/j.geoderma.2021.115155_b0385) 1998; 83 Styc (10.1016/j.geoderma.2021.115155_b0715) 2019; 3 Adamchuk (10.1016/j.geoderma.2021.115155_b0005) 2004; 44 Temme (10.1016/j.geoderma.2021.115155_b0735) 2016; 90 Hobley (10.1016/j.geoderma.2021.115155_b0340) 2017; 5 Furey (10.1016/j.geoderma.2021.115155_b0245) 2019; 334 Ilie (10.1016/j.geoderma.2021.115155_b0400) 2017; 10 Carré (10.1016/j.geoderma.2021.115155_b0170) 2007; 142 Mastrandrea (10.1016/j.geoderma.2021.115155_b0490) 2011; 108 Follain (10.1016/j.geoderma.2021.115155_b0235) 2006; 133 Hartemink (10.1016/j.geoderma.2021.115155_b0295) 2001; 100 Milne (10.1016/j.geoderma.2021.115155_b0555) 1936; 138 Carré (10.1016/j.geoderma.2021.115155_b0165) 2009; 148 Bouma (10.1016/j.geoderma.2021.115155_b0110) 2013; 200 Ibáñez (10.1016/j.geoderma.2021.115155_b0390) 2013; 12 Behrens (10.1016/j.geoderma.2021.115155_b0055) 2010; 155 Vos (10.1016/j.geoderma.2021.115155_b0805) 2019; 70 10.1016/j.geoderma.2021.115155_b0775 10.1016/j.geoderma.2021.115155_b0890 Vaysse (10.1016/j.geoderma.2021.115155_b0760) 2017; 291 Schoorl (10.1016/j.geoderma.2021.115155_b0670) 2000; 25 Webster (10.1016/j.geoderma.2021.115155_b0840) 1991; 42 Zheng (10.1016/j.geoderma.2021.115155_b0885) 2018; 125 Rossiter (10.1016/j.geoderma.2021.115155_b0660) 2015; 259 Bierkens (10.1016/j.geoderma.2021.115155_b0060) 2000 Hughes (10.1016/j.geoderma.2021.115155_b0370) 2018; 322 Van Den Hoogen (10.1016/j.geoderma.2021.115155_b0750) 2019; 572 Brus (10.1016/j.geoderma.2021.115155_b0135) 2007; 138 |
| References_xml | – volume: 341 start-page: 195 year: 2019 end-page: 205 ident: b0485 article-title: The feasibility of predicting the spatial pattern of soil particle-size distribution using a pedogenesis model publication-title: Geoderma – start-page: 415 year: 2018 end-page: 437 ident: b0465 article-title: Vis-NIR-SWIR remote sensing products as new soil data for digital soil mapping publication-title: Pedometrics – volume: 28 start-page: 1212 year: 2017 end-page: 1227 ident: b0710 article-title: Sediment reallocations due to erosive rainfall events in the Three Gorges Reservoir Area, Central China publication-title: Land Degr. Dev. – volume: 287 start-page: 4 year: 2017 end-page: 30 ident: b0605 article-title: Scale and scaling in soils publication-title: Geoderma – volume: 138 start-page: 548 year: 1936 end-page: 549 ident: b0555 article-title: Normal erosion as a factor in soil profile development publication-title: Nature – volume: 133 start-page: 124 year: 2006 end-page: 137 ident: b0320 article-title: Space–time Kalman filtering of soil redistribution publication-title: Geoderma – year: 1998 ident: b0875 article-title: Soils of China – volume: 375 year: 2020 ident: b0460 article-title: Analysing the impact of soil spatial sampling on the performances of digital soil mapping models and their evaluation: a numerical experiment on Quantile Random Forest using clay contents obtained from Vis-NIR-SWIR hyperspectral imagery publication-title: Geoderma – volume: 49 start-page: 1267 year: 2012 end-page: 1277 ident: b0395 article-title: Archive and refugia of soil organisms: applying a pedodiversity framework for the conservation of biological and non-biological heritages publication-title: J. Appl. Ecol. – volume: 95 start-page: 53 year: 2000 end-page: 72 ident: b0070 article-title: The role of soil-forming processes in the definition of taxa in Soil Taxonomy and the World Soil Reference Base publication-title: Geoderma – volume: 281 start-page: 102 year: 2016 end-page: 118 ident: b0020 article-title: Mapping the soils of an Argentine Pampas region using structural equation modelling publication-title: Geoderma – volume: 7 start-page: 164 year: 2019 ident: b0800 article-title: Quantitative evaluation of soil functions: potential and state publication-title: Front. Environ. Sci. – volume: 90 start-page: 131 year: 2016 end-page: 143 ident: b0735 article-title: LORICA–a new model for linking landscape and soil profile evolution: development and sensitivity analysis publication-title: Comput. Geosci. – volume: 192 start-page: 6 year: 2011 end-page: 12 ident: b0280 article-title: One hundred important questions facing plant science research publication-title: New Phytol. – reference: Zhu, A.X., R Lark, M., Minasny, B., Huang, Y., 2012. Entering the digital world (Pedometrics 2009). Geoderma 171, 1–2. – volume: 133 start-page: 138 year: 2006 end-page: 149 ident: b0560 article-title: Mechanistic soil–landscape modelling as an approach to developing pedogenetic classifications publication-title: Geoderma – volume: 155 start-page: 147 year: 2010 end-page: 153 ident: b0755 article-title: Sampling design optimization for multivariate soil mapping publication-title: Geoderma – volume: 264 start-page: 340 year: 2016 end-page: 349 ident: b0550 article-title: Testing the pedometric evaluation of taxonomic units on soil taxonomy-a step in advancing towards a universal soil classification system publication-title: Geoderma – volume: 322 start-page: 56 year: 2018 end-page: 70 ident: b0365 article-title: A nomenclature algorithm for a potentially global soil taxonomy publication-title: Geoderma – reference: Kuang, B., Mahmood, H.S., Quraishi, M.Z., Hoogmoed, W.B., Mouazen, A.M., van Henten, E.J., 2012. Sensing soil properties in the laboratory, in situ, and on-line: a review. In: Advances in Agronomy, vol. 114. Elsevier, pp. 155–223. – year: 1978 ident: b0865 article-title: Soil Survey Contracts and Quality Control. Monographs on Soil Survey – volume: 44 start-page: 28 year: 2019 end-page: 36 ident: b0105 article-title: The 10PM challenges publication-title: Pedometron – volume: 3 start-page: 34 year: 2019 ident: b0715 article-title: What is the best inference trajectory for mapping soil functions: an example of mapping soil available water capacity over Languedoc Roussillon (France) publication-title: Soil Syst. – year: 2010 ident: b0330 article-title: New Zealand Soil Classification – volume: 23 start-page: 152 year: 1959 end-page: 156 ident: b0685 article-title: Outline of a generalized theory of soil genesis publication-title: Soil Sci. Soc. Am. J. – volume: 4 start-page: 809 year: 2002 end-page: 814 ident: b0635 article-title: Optimized contaminated land investigation at minimum overall cost to achieve fitness-for-purpose publication-title: J. Environ. Monit. – volume: 70 start-page: 550 year: 2019 end-page: 564 ident: b0805 article-title: Factors controlling the variation in organic carbon stocks in agricultural soils of Germany publication-title: Eur. J. Soil Sci. – volume: 155 start-page: 140 year: 2010 end-page: 146 ident: b0615 article-title: Methods to quantify the pedodiversity of 1 km2 areas-results from southern African drylands publication-title: Geoderma – volume: 259 start-page: 71 year: 2015 end-page: 80 ident: b0660 article-title: Can citizen science assist digital soil mapping? publication-title: Geoderma – volume: 125 start-page: 54 year: 2018 end-page: 63 ident: b0885 article-title: Responses of fungal–bacterial community and network to organic inputs vary among different spatial habitats in soil publication-title: Soil Biol. Biochem. – volume: 89 start-page: 1 year: 1999 end-page: 45 ident: b0265 article-title: Geostatistics in soil science: state-of-the-art and perspectives publication-title: Geoderma – reference: Jury, W.A., Or, D., Pachepsky, Y., Vereecken, H., Hopmans, J.W., Ahuja, L.R., Clothier, B.E., Bristow, K.L., Kluitenberg, G.J., Moldrup, P., Šnek, J., Th. van Genuchten, M., Horton, R., 2011. Kirkham’s legacy and contemporary challenges in soil physics research. Soil Sci. Soc. Am. J. 75, 1589–1601. – volume: 11 start-page: 123 year: 2017 end-page: 140 ident: b0355 article-title: Creating a novel comprehensive soil classification system by sequentially adding taxa from existing systems publication-title: Geoderma Regional – volume: 78 start-page: 337 year: 2014 end-page: 347 ident: b0010 article-title: Top-ranked priority research questions for soil science in the 21st century publication-title: Soil Sci. Soc. Am. J. – volume: 546 start-page: 166 year: 2017 end-page: 178 ident: b0705 article-title: Estimation of available water capacity components of two-layered soils using crop model inversion: effect of crop type and water regime publication-title: J. Hydrol. – start-page: 439 year: 2018 end-page: 461 ident: b0310 article-title: Uncertainty and uncertainty propagation in soil mapping and modelling publication-title: Pedometrics – year: 2006 ident: b0130 article-title: Assessing uncertainty propagation through physically based models of soil water flow and solute transport publication-title: Encyclopedia of Hydrological Sciences Chapter 79 – volume: 31 start-page: 315 year: 1980 end-page: 331 ident: b0140 article-title: Optimal interpolation and isarithmic mapping of soil properties: I. The semi-variogram and punctual kriging publication-title: J. Soil Sci. – volume: 22 start-page: 359 year: 1971 end-page: 394 ident: b0155 article-title: The relation between cost and utility in soil survey (I–III) publication-title: J. Soil Sci. – volume: 79 start-page: 7 year: 2004 end-page: 31 ident: b0695 article-title: A history of research on the link between (micro) aggregates, soil biota, and soil organic matter dynamics publication-title: Soil Tillage Res. – reference: Soil Science Division Staff, 2017. Soil Survey Manual. Government Printing Office, Washington, D.C., USA.C. Ditzler, K. Scheffe, and H.C. Monger (eds.). USDA Handbook 18. – start-page: 1135 year: 2016 end-page: 1144 ident: b0645 article-title: Why should I trust you? Explaining the predictions of any classifier publication-title: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining – reference: Walter, C., Lagacherie, P., Follain, S., 2006. Integrating pedological knowledge into digital soil mapping. In: Lagacherie, P., McBratney, A.B., Voltz, M. (Eds.), Digital Soil Mapping, An Introductory Perspective, vol. 31, Elsevier, pp. 281–615. – volume: 122 start-page: 58 year: 2007 end-page: 72 ident: b0175 article-title: Predicted soil organic carbon stocks and changes in the Brazilian Amazon between 2000 and 2030 publication-title: Agric., Ecosyst. Environ. – volume: 23 start-page: 3909 year: 2002 end-page: 3920 ident: b0260 article-title: Spectral properties and hydraulic conductance of soil crusts formed by raindrop impact publication-title: Int. J. Remote Sens. – volume: 116 start-page: 89 year: 2003 end-page: 105 ident: b0190 article-title: Modeling change in soil compaction due to agricultural traffic as function of soil water content publication-title: Geoderma – volume: 62 start-page: 1 year: 1994 end-page: 15 ident: b0845 article-title: The development of pedometrics publication-title: Geoderma – volume: 1 start-page: 1 year: 2013 end-page: 10 ident: b0285 article-title: Great challenges in structural geology and tectonics publication-title: Front. Earth Sci. – volume: vol. 106 year: 2015 ident: b0410 publication-title: World Reference Base for Soil Resources 2014: International Soil Classification System for Naming Soils and Creating Legends for Soil Maps – year: 2016 ident: b0225 article-title: Global Soil Security – volume: 34 start-page: 577 year: 1983 end-page: 597 ident: b0150 article-title: Multiscale sources of spatial variation in soil. I. The application of fractal concepts to nested levels of soil variation publication-title: J. Soil Sci. – volume: 12 start-page: 699 year: 2001 end-page: 711 ident: b0790 article-title: Assessment of the production and economic risks of site-specific liming using geostatistical uncertainty modelling publication-title: Environmetrics – start-page: 281 year: 2016 end-page: 293 ident: b0045 article-title: Probabilistic representation of genetic soil horizons publication-title: Digital Soil Morphometrics – start-page: 191 year: 2010 end-page: 202 ident: b0495 article-title: Two methods for using legacy data in digital soil mapping publication-title: Digital Soil Mapping, Bridging Research, Environmental Application, and Operation – volume: 338 start-page: 568 year: 2019 end-page: 575 ident: b0515 article-title: Pedometrics timeline publication-title: Geoderma – reference: Schulla, J., Jasper, K., 2007. Model description WaSiM-ETH. Technical Report Institute for Atmospheric and Climate Science, Swiss Federal Institute of Technology, Zürich. – volume: 5 start-page: 1 year: 2020 end-page: 14 ident: b0080 article-title: Targeting the soil quality and soil health concepts when aiming for the United Nations Sustainable Development Goals and the EU Green Deal publication-title: SOIL – year: 2016 ident: b0405 article-title: The Australian Soil Classification – reference: dos Santos, H.G., Jacomine, P.K.T., Dos Anjos, L.H.C., De Oliveira, V.A., Lumbreras, J.F., Coelho, M.R., De Almeida, J.A., de Araujo Filho, J.C., De Oliveira, J.B., Cunha, T.J.F., 2018. Sistema Brasileiro de Classificação de Solos.. Brasília, DF: Embrapa, Brazil. – volume: 32 start-page: 373 year: 1968 end-page: 377 ident: b0740 article-title: Use of the Stanford-DeMent bioassay to study Atrazine-soil reactions publication-title: Soil Sci. Soc. Am. J. – volume: 362 year: 2020 ident: b0185 article-title: Carbon isotope discrimination as a surrogate for soil available water capacity in rainfed areas: a study in the Languedoc vineyard plain publication-title: Geoderma – volume: 42 start-page: 301 year: 1991 end-page: 318 ident: b0840 article-title: Local disjunctive kriging of soil properties with change of support publication-title: J. Soil Sci. – volume: 108 start-page: 659 year: 2011 end-page: 673 ident: b0490 article-title: Treatment of uncertainties in IPCC Assessment Reports: past approaches and considerations for the Fifth Assessment Report publication-title: Clim. Change – volume: 141 start-page: 149 year: 2007 end-page: 154 ident: b0520 article-title: On measuring pedodiversity publication-title: Geoderma – volume: 101 start-page: 58 year: 2013 end-page: 67 ident: b0725 article-title: Identification of 100 fundamental ecological questions publication-title: J. Ecol. – volume: 32 start-page: 439 year: 2018 end-page: 455 ident: b0240 article-title: Towards long-term standardised carbon and greenhouse gas observations for monitoring Europe’s terrestrial ecosystems: a review publication-title: Int. Agrophys. – volume: 214 start-page: 91 year: 2014 end-page: 100 ident: b0590 article-title: Disaggregating and harmonising soil map units through resampled classification trees publication-title: Geoderma – volume: 154 start-page: 135 year: 2002 end-page: 150 ident: b0595 article-title: Illuminating the “black box”: a randomization approach for understanding variable contributions in artificial neural networks publication-title: Ecol. Model. – volume: 4 start-page: 1 year: 2013 end-page: 10 ident: b0640 article-title: Turnover of soil bacterial diversity driven by wide-scale environmental heterogeneity publication-title: Nat. Commun. – volume: 213 start-page: 203 year: 2014 end-page: 213 ident: b0510 article-title: The dimensions of soil security publication-title: Geoderma – volume: 12 year: 2013 ident: b0390 article-title: Global relationships of pedodiversity and biodiversity publication-title: Vadose Zone J. – volume: 11 start-page: 3350 year: 2019 ident: b0505 article-title: On soil capability, capacity, and condition publication-title: Sustainability – volume: 8 year: 2020 ident: b0040 article-title: Landlab v2. 0: a software package for Earth surface dynamics publication-title: Earth Surface Dyn. – year: 2008 ident: b0540 article-title: Guidelines for Surveying Soil and Land Resources. Australian Soil and Land Survey Handbooks Series – volume: 18 start-page: 2039 year: 2016 end-page: 2051 ident: b0585 article-title: Spatial scale drives patterns in soil bacterial diversity publication-title: Environ. Microbiol. – volume: 100 start-page: 269 year: 2001 end-page: 301 ident: b0325 article-title: Modelling soil variation: past, present, and future publication-title: Geoderma – volume: 43 start-page: 159 year: 1992 end-page: 175 ident: b0500 article-title: A continuum approach to soil classification by modified fuzzy k-means with extragrades publication-title: J. Soil Sci. – volume: 100 start-page: 217 year: 2001 end-page: 268 ident: b0295 article-title: Developments and trends in soil science: 100 volumes of Geoderma (1967–2001) publication-title: Geoderma – volume: 97 start-page: 293 year: 2000 end-page: 327 ident: b0530 article-title: An overview of pedometric techniques for use in soil survey publication-title: Geoderma – volume: 679 start-page: 172 year: 2019 end-page: 184 ident: b0620 article-title: Development of artificial intelligence models for the prediction of Compression Coefficient of soil: an application of Monte Carlo sensitivity analysis publication-title: Sci. Total Environ. – volume: 334 start-page: 49 year: 2019 end-page: 54 ident: b0245 article-title: Natural language indexing for pedoinformatics publication-title: Geoderma – volume: 69 start-page: 224 year: 2017 end-page: 237 ident: b0270 article-title: Soil function assessment: review of methods for quantifying the contributions of soils to ecosystem services publication-title: Land Use Policy – volume: 307 start-page: 198 year: 2017 end-page: 209 ident: b0360 article-title: Comparisons between USDA Soil Taxonomy and the Australian Soil Classification System I: data harmonization, calculation of taxonomic distance and inter-taxa variation publication-title: Geoderma – volume: 10 start-page: 3938 year: 2015 end-page: 3951 ident: b0195 article-title: Soil survey and soil classification of the Koupendri catchment in Benin, West Africa publication-title: Afr. J. Agric. Res. – reference: Beckett, P.H.T., Bie, S.W., 1978. Use of soil and land-system maps to provide soil information in Australia. Technical Report CSIRO Division of Soils Technical Paper No. 33, Commonwealth Scientific and Industrial Research Organization, Melbourne, Australia. – volume: 83 year: 2017 ident: b0720 article-title: Soil bacterial and fungal communities show distinct recovery patterns during forest ecosystem restoration publication-title: Appl. Environ. Microbiol. – year: 1978 ident: b0220 article-title: Simulation of Field Water Use and Crop Yield – start-page: 139092 year: 2020 ident: b0835 article-title: Modelling spatio-temporal patterns of soil carbon and greenhouse gas emissions in grazing lands: current status and future prospects publication-title: Sci. Total Environ. – start-page: 115 year: 2010 ident: b0180 article-title: The mARM3D spatially distributed soil evolution model: three-dimensional model framework and analysis of hillslope and landform responses publication-title: J. Geophys. Res.: Earth Surf. – reference: Mückenhausen, E., Vogel, F., 1962. Entstehung, Eigenschaften und Systematik der Böden der Bundesrepublik Deutschland. DLG Verlags, Frankfurt Am Main, Germany. – volume: 210 year: 2020 ident: b0825 article-title: Machine learning for digital soil mapping: applications, challenges and suggested solutions publication-title: Earth Sci. Rev. – volume: 165 start-page: 971 year: 2000 end-page: 978 ident: b0250 article-title: Assessing the economic value of soil information using decision analysis techniques publication-title: Soil Sci. – year: 2000 ident: b0060 article-title: Upscaling and Downscaling Methods for Environmental Research. Developments in Plant and Soil Sciences – reference: Bouma, J., 1989. Using soil survey data for quantitative land evaluation. In: Stewart, B.A. (Ed.), Advances in Soil Science. vol. 9, Springer, New York, USA, pp. 177–213. – volume: 53 start-page: 845 year: 2015 end-page: 864 ident: b0785 article-title: The Australian three-dimensional soil grid: Australia’s contribution to the GlobalSoilMap project publication-title: Soil Res. – volume: 138 start-page: 86 year: 2007 end-page: 95 ident: b0135 article-title: Optimization of sample patterns for universal kriging of environmental variables publication-title: Geoderma – reference: Vereecken, H., Schnepf, A., Hopmans, J.W., Javaux, M., Or, D., Roose, T., Vanderborght, J., Young, M.H., Amelung, W., Aitkenhead, M., Allison, S.D., Assouline, S., Baveye, P., Berli, M., Brüggemann, N., Finke, P., Flury, M., Gaiser, T., Govers, G., Ghezzehei, T., Hallett, P., Hendricks Franssen, H.J., Heppell, J., Horn, R., Huisman, J.A., Jacques, D., Jonard, F., Kollet, S., Lafolie, F., Lamorski, K., Leitner, D., McBratney, A.B., Minasny, B., Montzka, C., Nowak, W., Pachepsky, Y., Padarian, J., Romano, N., Roth, K., Rothfuss, Y., Rowe, E.C., Schwen, A., Šnek, J., Tiktak, A., Van Dam, J., van der Zee, S.E.A.T.M., Vogel, H.J., Vrugt, J.A., Wöshling, T., Young, I.M., 2016. Modeling soil processes: review, key challenges, and new perspectives. Vadose Zone J. 15. – volume: 10 start-page: 3519 year: 2017 end-page: 3545 ident: b0400 article-title: Reverse engineering model structures for soil and ecosystem respiration: the potential of gene expression programming publication-title: Geosci. Model Dev. – volume: 2 start-page: 1 year: 2019 end-page: 7 ident: b0025 article-title: Earthworms act as biochemical reactors to convert labile plant compounds into stabilized soil microbial necromass publication-title: Commun. Biol. – volume: 177 start-page: 111 year: 2014 end-page: 120 ident: b0090 article-title: Soil science contributions towards sustainable development goals and their implementation: linking soil functions with ecosystem services publication-title: J. Plant Nutr. Soil Sci. – year: 2007 ident: b0855 article-title: Geostatistics for Environmental Scientists – volume: 7 start-page: 331 year: 1981 end-page: 334 ident: b0535 article-title: The design of optimal sampling schemes for local estimation and mapping of of regionalized variables- I: Theory and method publication-title: Comput. Geosci. – volume: 355 year: 2019 ident: b0815 article-title: Sampling design optimization for soil mapping with random forest publication-title: Geoderma – volume: 70 start-page: 216 year: 2019 end-page: 235 ident: b0480 article-title: Pedology and digital soil mapping (DSM) publication-title: Eur. J. Soil Sci. – volume: 291 start-page: 55 year: 2017 end-page: 64 ident: b0760 article-title: Using quantile regression forest to estimate uncertainty of digital soil mapping products publication-title: Geoderma – volume: 166 start-page: 177 year: 2017 end-page: 187 ident: b0770 article-title: Two decades of numerical modelling to understand long term fluvial archives: advances and future perspectives publication-title: Quatern. Sci. Rev. – volume: 170 start-page: 347 year: 2012 end-page: 358 ident: b0430 article-title: Disaggregation of legacy soil data using area to point kriging for mapping soil organic carbon at the regional scale publication-title: Geoderma – volume: 109 start-page: 41 year: 2002 end-page: 73 ident: b0525 article-title: From pedotransfer functions to soil inference systems publication-title: Geoderma – volume: 101 start-page: 31 year: 2001 end-page: 48 ident: b0780 article-title: High-resolution continuous soil classification using morphological soil profile descriptions publication-title: Geoderma – year: 2007 ident: b0200 article-title: Model-based Geostatistics – volume: 136 start-page: 292 year: 2010 end-page: 300 ident: b0255 article-title: DNDC: a process-based model of greenhouse gas fluxes from agricultural soils publication-title: Agric., Ecosyst. Environ. – volume: 24 start-page: 215 year: 1995 end-page: 232 ident: b0380 article-title: Pedodiversity: concepts and measures publication-title: CATENA – start-page: 165 year: 2008 end-page: 172 ident: b0795 article-title: Diffuse reflectance spectroscopy as a tool for digital soil mapping publication-title: Digital Soil Mapping with Limited Data – reference: USDA-SCS, 1986. The Guy Smith Interviews: Rationale for Concepts in Soil Taxonomy. 11. Cornell University, Department of Agronomy, Cornell, USA. – volume: 117 start-page: 99 year: 2003 end-page: 115 ident: b0290 article-title: Pedodiversity in the United States of America publication-title: Geoderma – volume: 5 start-page: 21 year: 2017 end-page: 46 ident: b0340 article-title: Creative computing with Landlab: an open-source toolkit for building, coupling, and exploring two-dimensional numerical models of Earth-surface dynamics publication-title: Earth Surface Dyn. – volume: 262 start-page: 101 year: 2016 end-page: 111 ident: b0015 article-title: Linking soils to ecosystem services-A global review publication-title: Geoderma – volume: 72 start-page: 165 year: 1996 end-page: 190 ident: b0650 article-title: A theoretical framework for land evaluation publication-title: Geoderma – year: 2009 ident: b0030 article-title: Référentiel pédologique 2008 – volume: 46 start-page: 3687 year: 2012 end-page: 3696 ident: b0075 article-title: Public participation in soil surveys: lessons from a pilot study in England publication-title: Environ. Sci. Technol. – volume: 322 start-page: 48 year: 2018 end-page: 55 ident: b0370 article-title: Comparisons between USDA soil taxonomy and the Australian Soil Classification system II: comparison of order, suborder and great group taxa publication-title: Geoderma – volume: 338 start-page: 536 year: 2019 end-page: 545 ident: b0125 article-title: Quantitative land evaluation implemented in Dutch water management publication-title: Geoderma – volume: 171 start-page: 3 year: 2012 end-page: 15 ident: b0230 article-title: On digital soil assessment with models and the Pedometrics agenda publication-title: Geoderma – volume: 4 start-page: 1 year: 2018 end-page: 22 ident: b0575 article-title: Evaluation of digital soil mapping approaches with large sets of environmental covariates publication-title: SOIL – volume: 115 start-page: 165 year: 2015 end-page: 172 ident: b0850 article-title: Technological developments for spatial prediction of soil properties, and Danie Krige’s influence on it publication-title: J. South Afr. Inst. Min. Metall. – volume: 128 start-page: 274 year: 2005 end-page: 288 ident: b0455 article-title: An algorithm for fuzzy pattern matching to allocate soil individuals to pre-existing soil classes publication-title: Geoderma – volume: 44 start-page: 71 year: 2004 end-page: 91 ident: b0005 article-title: On-the-go soil sensors for precision agriculture publication-title: Comput. Electron. Agric. – volume: 148 start-page: 336 year: 2009 end-page: 345 ident: b0165 article-title: Numerical classification of soil profile data using distance metrics publication-title: Geoderma – volume: 572 start-page: 194 year: 2019 end-page: 198 ident: b0750 article-title: Soil nematode abundance and functional group composition at a global scale publication-title: Nature – volume: 14 start-page: 189 year: 1975 end-page: 205 ident: b0880 article-title: Conceptual models in pedogenesis: can soil-forming functions be solved? publication-title: Geoderma – volume: 133 start-page: 71 year: 2006 end-page: 86 ident: b0235 article-title: Simulation of soil thickness evolution in a complex agricultural landscape at fine spatial and temporal scales publication-title: Geoderma – volume: vol. 1 year: 1991 ident: b0580 publication-title: The Soils of Zimbabwe – volume: 66 start-page: 930 year: 2015 end-page: 941 ident: b0730 article-title: The application of expert knowledge in Bayesian networks to predict soil bulk density at the landscape scale publication-title: Eur. J. Soil Sci. – volume: 217 start-page: 203 year: 1999 end-page: 224 ident: b0860 article-title: On the spatial scaling of soil moisture publication-title: J. Hydrol. – volume: 53 start-page: 1309 year: 2017 end-page: 1335 ident: b0475 article-title: Soil moisture background error covariance and data assimilation in a coupled land-atmosphere model publication-title: Water Resour. Res. – volume: 62 start-page: 311 year: 1994 end-page: 326 ident: b0160 article-title: The state of the art in pedometrics publication-title: Geoderma – volume: 29 start-page: 1399 year: 2020 end-page: 1411 ident: b0425 article-title: Biogeography of soil microbial habitats across France publication-title: Glob. Ecol. Biogeogr. – volume: 25 start-page: 1025 year: 2000 end-page: 1034 ident: b0670 article-title: Three-dimensional landscape process modelling: the effect of DEM resolution publication-title: Earth Surf. Proc. Land. – volume: 1 year: 2020 ident: b0100 article-title: Soil security as a roadmap focusing soil contributions on sustainable development agendas publication-title: Soil Security – volume: 383 year: 2021 ident: b0820 article-title: Hypotheses, machine learning and soil mapping publication-title: Geoderma – volume: 4 start-page: 1070 year: 2013 end-page: 1075 ident: b0435 article-title: Tea bag index: a novel approach to collect uniform decomposition data across ecosystems publication-title: Methods Ecol. Evol. – volume: 55 start-page: 183 year: 1992 end-page: 210 ident: b0345 article-title: Towards the quantitative modeling of pedogenesis-a review publication-title: Geoderma – volume: 51 start-page: 167 year: 2013 end-page: 181 ident: b0565 article-title: The World Reference Base for Soils (WRB) and Soil Taxonomy: an appraisal of their application to the soils of the Northern Rivers of New South Wales publication-title: Soil Res. – volume: 43 start-page: 9 year: 2019 end-page: 13 ident: b0315 article-title: The “10PM Challenges” publication-title: Pedometron – start-page: 255 year: 1998 end-page: 264 ident: b0305 article-title: Uncertainty analysis in environmental modelling under a change of spatial scale publication-title: Soil and Water Quality at Different Scales – volume: 71 start-page: 1902 year: 2007 end-page: 1908 ident: b0415 article-title: Estimating plant-available water capacity for claypan landscapes using apparent electrical conductivity publication-title: Soil Sci. Soc. Am. J. – volume: 72 start-page: 704 year: 2021 end-page: 719 ident: b0300 article-title: Introducing a mechanistic model in digital soil mapping to predict soil organic matter stocks in the Cantabrian region (Spain) publication-title: Eur. J. Soil Sci. – volume: 351 start-page: 59 year: 2019 end-page: 70 ident: b0810 article-title: Using deep learning for multivariate mapping of soil with quantified uncertainty publication-title: Geoderma – volume: 16 start-page: 2123 year: 2006 end-page: 2142 ident: b0120 article-title: Modeling denitrification in terrestrial and aquatic ecosystems at regional scales publication-title: Ecol. Appl. – volume: 100 start-page: 119 year: 2014 end-page: 129 ident: b0210 article-title: A soil change-based methodology for the quantification and valuation of ecosystem services from agro-ecosystems: a case study of pastoral agriculture in New Zealand publication-title: Ecol. Econ. – volume: 4 start-page: 123 year: 2018 end-page: 139 ident: b0275 article-title: Uncertainty indication in soil function maps–transparent and easy-to-use information to support sustainable use of soil resources publication-title: Soil – volume: 14 year: 2019 ident: b0545 article-title: Large, climate-sensitive soil carbon stocks mapped with pedology-informed machine learning in the North Pacific coastal temperate rainforest publication-title: Environ. Res. Lett. – year: 1994 ident: b0375 article-title: Biological Diversity: The Coexistence of Species – reference: Lafolie, F., Cousin, I., Maron, P.-A., Mollier, A., Pot-Genty, V., Moitrier, N., Moitrier, N., Nouguier, C., 2013. The soil virtuel modeling platform. In: Sino-French Training Course AIR ECO SOLS. Interdisciplinary Approach of Soil Ecological Restoration. Nancy, France. https://hal.inrae.fr/hal-02805313 [Accessed 15 January 2021]. – volume: 354 year: 2019 ident: b0630 article-title: Understanding soil biodiversity using two orthogonal 1000km transects across New South Wales, Australia publication-title: Geoderma – year: 2005 ident: b0035 article-title: The Biology of Soil: A Community and Ecosystem Approach – volume: 35 start-page: 538 year: 2019 end-page: 546 ident: b0115 article-title: The challenge for the soil science community to contribute to the implementation of the UN Sustainable Development Goals publication-title: Soil Use Manag. – volume: 262 start-page: 174 year: 2016 end-page: 186 ident: b0600 article-title: A one-step approach for modelling and mapping soil properties based on profile data sampled over varying depth intervals publication-title: Geoderma – volume: 91 start-page: 27 year: 1999 end-page: 45 ident: b0065 article-title: Modelling soil attribute depth functions with equal-area quadratic smoothing splines publication-title: Geoderma – volume: 27 start-page: 1127 year: 1995 end-page: 1135 ident: b0350 article-title: Biotic manipulation effects on soil carbohydrates and microbial biomass in a cultivated soil publication-title: Soil Biol. Biochem. – volume: 3 start-page: e00181 year: 2018 end-page: 18 ident: b0205 article-title: Machine learning reveals missing edges and putative interaction mechanisms in microbial ecosystem networks publication-title: Msystems – volume: 375 year: 2020 ident: b0095 article-title: Contributing pedological expertise towards achieving the United Nations Sustainable Development Goals publication-title: Geoderma – volume: 83 start-page: 171 year: 1998 end-page: 192 ident: b0385 article-title: Pedodiversity and global soil patterns at coarse scales (with Discussion) publication-title: Geoderma – start-page: 3 year: 2012 end-page: 8 ident: b0440 article-title: Digital soil assessment: guiding irrigation expansion in Tasmania, Australia publication-title: Digital Soil Assessments and Beyond – start-page: 521 year: 2018 end-page: 546 ident: b0655 article-title: Pedometric valuation of the soil resource publication-title: Pedometrics – volume: 200 start-page: 130 year: 2013 end-page: 139 ident: b0110 article-title: Framing soils as an actor when dealing with wicked environmental problems publication-title: Geoderma – volume: 164 start-page: 137 year: 2003 end-page: 152 ident: b0610 article-title: Sensitivity analysis of predicted change in soil carbon following afforestation publication-title: Ecol. Model. – reference: FAO (1977). A Framework for Land Evaluation. 32. International Institute for Land Reclamation and Improvement, Agriculture Organization of the United Nations. Soil Resources and Conservation Service. – volume: 8 start-page: 437 year: 1902 end-page: 479 ident: b0335 article-title: Mathematical problems publication-title: Bull. Am. Math. Soc. – volume: 124 start-page: 73 year: 2005 end-page: 89 ident: b0625 article-title: Biomechanical effects, lithological variations, and local pedodiversity in some forest soils of Arkansas publication-title: Geoderma – volume: 27 start-page: 171 year: 2003 end-page: 197 ident: b0680 article-title: Predictive soil mapping: a review publication-title: Prog. Phys. Geogr. – volume: 333 start-page: 149 year: 2019 end-page: 162 ident: b0870 article-title: Soil organic carbon storage as a key function of soils-a review of drivers and indicators at various scales publication-title: Geoderma – volume: 155 start-page: 175 year: 2010 end-page: 185 ident: b0055 article-title: Multi-scale digital terrain analysis and feature selection for digital soil mapping publication-title: Geoderma – reference: Veerman, C., Correia, T.P., Bastioli, C., Biro, B., Bouma, J., Cienciala, E., Emmett, B., Frison, E.-A., Grand, A., Filchev, L.H., 2020. Caring for soil is caring for life: ensure 75% of soils are healthy by 2030 for healthy food, people, nature and climate: Report of the Mission Board for Soil health and food. Technical Report Publications Office of the European Union, Luxembourg. – volume: 31 start-page: 333 year: 1980 end-page: 341 ident: b0145 article-title: Optimal interpolation and isarithmic mapping of soil properties: II. Block kriging publication-title: J. Soil Sci. – volume: 142 start-page: 69 year: 2007 end-page: 79 ident: b0170 article-title: Digital soil assessments: beyond DSM publication-title: Geoderma – volume: 251 start-page: 24 year: 2015 end-page: 32 ident: b0470 article-title: The implicit loss function for errors in soil information publication-title: Geoderma – volume: 272 start-page: 14 year: 2003 end-page: 35 ident: b0690 article-title: Review and comparison of models for describing non-equilibrium and preferential flow and transport in the vadose zone publication-title: J. Hydrol. – volume: 351 start-page: 59 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0810 article-title: Using deep learning for multivariate mapping of soil with quantified uncertainty publication-title: Geoderma doi: 10.1016/j.geoderma.2019.05.012 – ident: 10.1016/j.geoderma.2021.115155_b0085 doi: 10.1007/978-1-4612-3532-3_4 – volume: 210 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0825 article-title: Machine learning for digital soil mapping: applications, challenges and suggested solutions publication-title: Earth Sci. Rev. doi: 10.1016/j.earscirev.2020.103359 – year: 2007 ident: 10.1016/j.geoderma.2021.115155_b0855 – volume: 95 start-page: 53 year: 2000 ident: 10.1016/j.geoderma.2021.115155_b0070 article-title: The role of soil-forming processes in the definition of taxa in Soil Taxonomy and the World Soil Reference Base publication-title: Geoderma doi: 10.1016/S0016-7061(99)00083-X – volume: 11 start-page: 123 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0355 article-title: Creating a novel comprehensive soil classification system by sequentially adding taxa from existing systems publication-title: Geoderma Regional doi: 10.1016/j.geodrs.2017.10.004 – volume: 287 start-page: 4 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0605 article-title: Scale and scaling in soils publication-title: Geoderma doi: 10.1016/j.geoderma.2016.08.017 – volume: 24 start-page: 215 year: 1995 ident: 10.1016/j.geoderma.2021.115155_b0380 article-title: Pedodiversity: concepts and measures publication-title: CATENA doi: 10.1016/0341-8162(95)00028-Q – volume: 97 start-page: 293 year: 2000 ident: 10.1016/j.geoderma.2021.115155_b0530 article-title: An overview of pedometric techniques for use in soil survey publication-title: Geoderma doi: 10.1016/S0016-7061(00)00043-4 – volume: 322 start-page: 56 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0365 article-title: A nomenclature algorithm for a potentially global soil taxonomy publication-title: Geoderma doi: 10.1016/j.geoderma.2018.02.020 – volume: 18 start-page: 2039 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0585 article-title: Spatial scale drives patterns in soil bacterial diversity publication-title: Environ. Microbiol. doi: 10.1111/1462-2920.13231 – volume: 338 start-page: 568 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0515 article-title: Pedometrics timeline publication-title: Geoderma doi: 10.1016/j.geoderma.2018.11.048 – ident: 10.1016/j.geoderma.2021.115155_b0745 – start-page: 3 year: 2012 ident: 10.1016/j.geoderma.2021.115155_b0440 article-title: Digital soil assessment: guiding irrigation expansion in Tasmania, Australia – volume: 338 start-page: 536 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0125 article-title: Quantitative land evaluation implemented in Dutch water management publication-title: Geoderma doi: 10.1016/j.geoderma.2018.11.002 – volume: vol. 1 year: 1991 ident: 10.1016/j.geoderma.2021.115155_b0580 – volume: 62 start-page: 1 year: 1994 ident: 10.1016/j.geoderma.2021.115155_b0845 article-title: The development of pedometrics publication-title: Geoderma doi: 10.1016/0016-7061(94)90024-8 – ident: 10.1016/j.geoderma.2021.115155_b0215 – volume: 383 year: 2021 ident: 10.1016/j.geoderma.2021.115155_b0820 article-title: Hypotheses, machine learning and soil mapping publication-title: Geoderma doi: 10.1016/j.geoderma.2020.114725 – volume: 66 start-page: 930 year: 2015 ident: 10.1016/j.geoderma.2021.115155_b0730 article-title: The application of expert knowledge in Bayesian networks to predict soil bulk density at the landscape scale publication-title: Eur. J. Soil Sci. doi: 10.1111/ejss.12282 – start-page: 165 year: 2008 ident: 10.1016/j.geoderma.2021.115155_b0795 article-title: Diffuse reflectance spectroscopy as a tool for digital soil mapping – volume: 25 start-page: 1025 year: 2000 ident: 10.1016/j.geoderma.2021.115155_b0670 article-title: Three-dimensional landscape process modelling: the effect of DEM resolution publication-title: Earth Surf. Proc. Land. doi: 10.1002/1096-9837(200008)25:9<1025::AID-ESP116>3.0.CO;2-Z – volume: 262 start-page: 174 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0600 article-title: A one-step approach for modelling and mapping soil properties based on profile data sampled over varying depth intervals publication-title: Geoderma doi: 10.1016/j.geoderma.2015.08.013 – volume: 10 start-page: 3519 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0400 article-title: Reverse engineering model structures for soil and ecosystem respiration: the potential of gene expression programming publication-title: Geosci. Model Dev. doi: 10.5194/gmd-10-3519-2017 – volume: 546 start-page: 166 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0705 article-title: Estimation of available water capacity components of two-layered soils using crop model inversion: effect of crop type and water regime publication-title: J. Hydrol. doi: 10.1016/j.jhydrol.2016.12.049 – year: 2010 ident: 10.1016/j.geoderma.2021.115155_b0330 – volume: 70 start-page: 550 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0805 article-title: Factors controlling the variation in organic carbon stocks in agricultural soils of Germany publication-title: Eur. J. Soil Sci. doi: 10.1111/ejss.12787 – volume: 3 start-page: e00181 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0205 article-title: Machine learning reveals missing edges and putative interaction mechanisms in microbial ecosystem networks publication-title: Msystems doi: 10.1128/msystems.00181-18 – ident: 10.1016/j.geoderma.2021.115155_b0050 – volume: 53 start-page: 1309 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0475 article-title: Soil moisture background error covariance and data assimilation in a coupled land-atmosphere model publication-title: Water Resour. Res. doi: 10.1002/2015WR017548 – volume: 165 start-page: 971 year: 2000 ident: 10.1016/j.geoderma.2021.115155_b0250 article-title: Assessing the economic value of soil information using decision analysis techniques publication-title: Soil Sci. doi: 10.1097/00010694-200012000-00007 – volume: 11 start-page: 3350 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0505 article-title: On soil capability, capacity, and condition publication-title: Sustainability doi: 10.3390/su11123350 – ident: 10.1016/j.geoderma.2021.115155_b0775 doi: 10.2136/vzj2015.09.0131 – volume: 155 start-page: 147 year: 2010 ident: 10.1016/j.geoderma.2021.115155_b0755 article-title: Sampling design optimization for multivariate soil mapping publication-title: Geoderma doi: 10.1016/j.geoderma.2009.07.005 – year: 1978 ident: 10.1016/j.geoderma.2021.115155_b0865 – ident: 10.1016/j.geoderma.2021.115155_b0420 doi: 10.2136/sssaj2011.0115 – volume: 170 start-page: 347 year: 2012 ident: 10.1016/j.geoderma.2021.115155_b0430 article-title: Disaggregation of legacy soil data using area to point kriging for mapping soil organic carbon at the regional scale publication-title: Geoderma doi: 10.1016/j.geoderma.2011.10.007 – start-page: 521 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0655 article-title: Pedometric valuation of the soil resource – year: 1978 ident: 10.1016/j.geoderma.2021.115155_b0220 – ident: 10.1016/j.geoderma.2021.115155_b0665 – volume: 142 start-page: 69 year: 2007 ident: 10.1016/j.geoderma.2021.115155_b0170 article-title: Digital soil assessments: beyond DSM publication-title: Geoderma doi: 10.1016/j.geoderma.2007.08.015 – volume: 333 start-page: 149 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0870 article-title: Soil organic carbon storage as a key function of soils-a review of drivers and indicators at various scales publication-title: Geoderma doi: 10.1016/j.geoderma.2018.07.026 – year: 2008 ident: 10.1016/j.geoderma.2021.115155_b0540 – volume: 4 start-page: 1 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0575 article-title: Evaluation of digital soil mapping approaches with large sets of environmental covariates publication-title: SOIL doi: 10.5194/soil-4-1-2018 – volume: 136 start-page: 292 year: 2010 ident: 10.1016/j.geoderma.2021.115155_b0255 article-title: DNDC: a process-based model of greenhouse gas fluxes from agricultural soils publication-title: Agric., Ecosyst. Environ. doi: 10.1016/j.agee.2009.06.014 – volume: 154 start-page: 135 year: 2002 ident: 10.1016/j.geoderma.2021.115155_b0595 article-title: Illuminating the “black box”: a randomization approach for understanding variable contributions in artificial neural networks publication-title: Ecol. Model. doi: 10.1016/S0304-3800(02)00064-9 – volume: 7 start-page: 164 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0800 article-title: Quantitative evaluation of soil functions: potential and state publication-title: Front. Environ. Sci. doi: 10.3389/fenvs.2019.00164 – volume: 29 start-page: 1399 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0425 article-title: Biogeography of soil microbial habitats across France publication-title: Glob. Ecol. Biogeogr. doi: 10.1111/geb.13118 – volume: 23 start-page: 152 year: 1959 ident: 10.1016/j.geoderma.2021.115155_b0685 article-title: Outline of a generalized theory of soil genesis publication-title: Soil Sci. Soc. Am. J. doi: 10.2136/sssaj1959.03615995002300020021x – volume: 72 start-page: 704 issue: 2 year: 2021 ident: 10.1016/j.geoderma.2021.115155_b0300 article-title: Introducing a mechanistic model in digital soil mapping to predict soil organic matter stocks in the Cantabrian region (Spain) publication-title: Eur. J. Soil Sci. doi: 10.1111/ejss.13011 – volume: 362 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0185 article-title: Carbon isotope discrimination as a surrogate for soil available water capacity in rainfed areas: a study in the Languedoc vineyard plain publication-title: Geoderma doi: 10.1016/j.geoderma.2019.114121 – volume: 79 start-page: 7 year: 2004 ident: 10.1016/j.geoderma.2021.115155_b0695 article-title: A history of research on the link between (micro) aggregates, soil biota, and soil organic matter dynamics publication-title: Soil Tillage Res. doi: 10.1016/j.still.2004.03.008 – year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0225 – volume: 354 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0630 article-title: Understanding soil biodiversity using two orthogonal 1000km transects across New South Wales, Australia publication-title: Geoderma doi: 10.1016/j.geoderma.2019.07.018 – volume: 572 start-page: 194 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0750 article-title: Soil nematode abundance and functional group composition at a global scale publication-title: Nature doi: 10.1038/s41586-019-1418-6 – volume: 32 start-page: 439 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0240 article-title: Towards long-term standardised carbon and greenhouse gas observations for monitoring Europe’s terrestrial ecosystems: a review publication-title: Int. Agrophys. doi: 10.1515/intag-2017-0039 – ident: 10.1016/j.geoderma.2021.115155_b0700 – volume: 32 start-page: 373 year: 1968 ident: 10.1016/j.geoderma.2021.115155_b0740 article-title: Use of the Stanford-DeMent bioassay to study Atrazine-soil reactions publication-title: Soil Sci. Soc. Am. J. doi: 10.2136/sssaj1968.03615995003200030030x – volume: 53 start-page: 845 year: 2015 ident: 10.1016/j.geoderma.2021.115155_b0785 article-title: The Australian three-dimensional soil grid: Australia’s contribution to the GlobalSoilMap project publication-title: Soil Res. doi: 10.1071/SR14366 – volume: 71 start-page: 1902 year: 2007 ident: 10.1016/j.geoderma.2021.115155_b0415 article-title: Estimating plant-available water capacity for claypan landscapes using apparent electrical conductivity publication-title: Soil Sci. Soc. Am. J. doi: 10.2136/sssaj2007.0011 – volume: 12 year: 2013 ident: 10.1016/j.geoderma.2021.115155_b0390 article-title: Global relationships of pedodiversity and biodiversity publication-title: Vadose Zone J. doi: 10.2136/vzj2012.0186 – volume: 214 start-page: 91 year: 2014 ident: 10.1016/j.geoderma.2021.115155_b0590 article-title: Disaggregating and harmonising soil map units through resampled classification trees publication-title: Geoderma doi: 10.1016/j.geoderma.2013.09.024 – volume: 8 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0040 article-title: Landlab v2. 0: a software package for Earth surface dynamics publication-title: Earth Surface Dyn. – ident: 10.1016/j.geoderma.2021.115155_b0450 doi: 10.4267/2042/56287 – year: 1994 ident: 10.1016/j.geoderma.2021.115155_b0375 – volume: 166 start-page: 177 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0770 article-title: Two decades of numerical modelling to understand long term fluvial archives: advances and future perspectives publication-title: Quatern. Sci. Rev. doi: 10.1016/j.quascirev.2016.10.002 – ident: 10.1016/j.geoderma.2021.115155_b0830 doi: 10.1016/S0166-2481(06)31022-7 – volume: 375 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0095 article-title: Contributing pedological expertise towards achieving the United Nations Sustainable Development Goals publication-title: Geoderma doi: 10.1016/j.geoderma.2020.114508 – volume: 133 start-page: 71 year: 2006 ident: 10.1016/j.geoderma.2021.115155_b0235 article-title: Simulation of soil thickness evolution in a complex agricultural landscape at fine spatial and temporal scales publication-title: Geoderma doi: 10.1016/j.geoderma.2006.03.038 – volume: 100 start-page: 119 year: 2014 ident: 10.1016/j.geoderma.2021.115155_b0210 article-title: A soil change-based methodology for the quantification and valuation of ecosystem services from agro-ecosystems: a case study of pastoral agriculture in New Zealand publication-title: Ecol. Econ. doi: 10.1016/j.ecolecon.2014.02.008 – start-page: 139092 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0835 article-title: Modelling spatio-temporal patterns of soil carbon and greenhouse gas emissions in grazing lands: current status and future prospects – start-page: 1135 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0645 article-title: Why should I trust you? Explaining the predictions of any classifier – volume: 43 start-page: 159 year: 1992 ident: 10.1016/j.geoderma.2021.115155_b0500 article-title: A continuum approach to soil classification by modified fuzzy k-means with extragrades publication-title: J. Soil Sci. doi: 10.1111/j.1365-2389.1992.tb00127.x – ident: 10.1016/j.geoderma.2021.115155_b0765 – volume: 133 start-page: 124 year: 2006 ident: 10.1016/j.geoderma.2021.115155_b0320 article-title: Space–time Kalman filtering of soil redistribution publication-title: Geoderma doi: 10.1016/j.geoderma.2006.03.041 – start-page: 115 year: 2010 ident: 10.1016/j.geoderma.2021.115155_b0180 article-title: The mARM3D spatially distributed soil evolution model: three-dimensional model framework and analysis of hillslope and landform responses publication-title: J. Geophys. Res.: Earth Surf. – year: 2000 ident: 10.1016/j.geoderma.2021.115155_b0060 – volume: 49 start-page: 1267 year: 2012 ident: 10.1016/j.geoderma.2021.115155_b0395 article-title: Archive and refugia of soil organisms: applying a pedodiversity framework for the conservation of biological and non-biological heritages publication-title: J. Appl. Ecol. doi: 10.1111/j.1365-2664.2012.02213.x – volume: 334 start-page: 49 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0245 article-title: Natural language indexing for pedoinformatics publication-title: Geoderma doi: 10.1016/j.geoderma.2018.07.050 – volume: 4 start-page: 1070 year: 2013 ident: 10.1016/j.geoderma.2021.115155_b0435 article-title: Tea bag index: a novel approach to collect uniform decomposition data across ecosystems publication-title: Methods Ecol. Evol. doi: 10.1111/2041-210X.12097 – volume: 8 start-page: 437 year: 1902 ident: 10.1016/j.geoderma.2021.115155_b0335 article-title: Mathematical problems publication-title: Bull. Am. Math. Soc. doi: 10.1090/S0002-9904-1902-00923-3 – volume: 100 start-page: 217 year: 2001 ident: 10.1016/j.geoderma.2021.115155_b0295 article-title: Developments and trends in soil science: 100 volumes of Geoderma (1967–2001) publication-title: Geoderma doi: 10.1016/S0016-7061(01)00024-6 – volume: 1 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0100 article-title: Soil security as a roadmap focusing soil contributions on sustainable development agendas publication-title: Soil Security doi: 10.1016/j.soisec.2020.100001 – volume: 70 start-page: 216 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0480 article-title: Pedology and digital soil mapping (DSM) publication-title: Eur. J. Soil Sci. doi: 10.1111/ejss.12790 – year: 2009 ident: 10.1016/j.geoderma.2021.115155_b0030 – volume: 128 start-page: 274 year: 2005 ident: 10.1016/j.geoderma.2021.115155_b0455 article-title: An algorithm for fuzzy pattern matching to allocate soil individuals to pre-existing soil classes publication-title: Geoderma doi: 10.1016/j.geoderma.2005.04.009 – volume: 124 start-page: 73 year: 2005 ident: 10.1016/j.geoderma.2021.115155_b0625 article-title: Biomechanical effects, lithological variations, and local pedodiversity in some forest soils of Arkansas publication-title: Geoderma doi: 10.1016/j.geoderma.2004.04.004 – volume: 4 start-page: 809 year: 2002 ident: 10.1016/j.geoderma.2021.115155_b0635 article-title: Optimized contaminated land investigation at minimum overall cost to achieve fitness-for-purpose publication-title: J. Environ. Monit. doi: 10.1039/b203096a – volume: 5 start-page: 21 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0340 article-title: Creative computing with Landlab: an open-source toolkit for building, coupling, and exploring two-dimensional numerical models of Earth-surface dynamics publication-title: Earth Surface Dyn. doi: 10.5194/esurf-5-21-2017 – volume: 108 start-page: 659 year: 2011 ident: 10.1016/j.geoderma.2021.115155_b0490 article-title: Treatment of uncertainties in IPCC Assessment Reports: past approaches and considerations for the Fifth Assessment Report publication-title: Clim. Change doi: 10.1007/s10584-011-0177-7 – start-page: 191 year: 2010 ident: 10.1016/j.geoderma.2021.115155_b0495 article-title: Two methods for using legacy data in digital soil mapping – volume: 83 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0720 article-title: Soil bacterial and fungal communities show distinct recovery patterns during forest ecosystem restoration publication-title: Appl. Environ. Microbiol. doi: 10.1128/AEM.00966-17 – volume: 375 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0460 article-title: Analysing the impact of soil spatial sampling on the performances of digital soil mapping models and their evaluation: a numerical experiment on Quantile Random Forest using clay contents obtained from Vis-NIR-SWIR hyperspectral imagery publication-title: Geoderma doi: 10.1016/j.geoderma.2020.114503 – volume: 55 start-page: 183 year: 1992 ident: 10.1016/j.geoderma.2021.115155_b0345 article-title: Towards the quantitative modeling of pedogenesis-a review publication-title: Geoderma doi: 10.1016/0016-7061(92)90083-J – volume: 91 start-page: 27 year: 1999 ident: 10.1016/j.geoderma.2021.115155_b0065 article-title: Modelling soil attribute depth functions with equal-area quadratic smoothing splines publication-title: Geoderma doi: 10.1016/S0016-7061(99)00003-8 – volume: 14 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0545 article-title: Large, climate-sensitive soil carbon stocks mapped with pedology-informed machine learning in the North Pacific coastal temperate rainforest publication-title: Environ. Res. Lett. doi: 10.1088/1748-9326/aaed52 – volume: 200 start-page: 130 year: 2013 ident: 10.1016/j.geoderma.2021.115155_b0110 article-title: Framing soils as an actor when dealing with wicked environmental problems publication-title: Geoderma doi: 10.1016/j.geoderma.2013.02.011 – volume: 101 start-page: 31 year: 2001 ident: 10.1016/j.geoderma.2021.115155_b0780 article-title: High-resolution continuous soil classification using morphological soil profile descriptions publication-title: Geoderma doi: 10.1016/S0016-7061(00)00088-4 – volume: 213 start-page: 203 year: 2014 ident: 10.1016/j.geoderma.2021.115155_b0510 article-title: The dimensions of soil security publication-title: Geoderma doi: 10.1016/j.geoderma.2013.08.013 – volume: 62 start-page: 311 year: 1994 ident: 10.1016/j.geoderma.2021.115155_b0160 article-title: The state of the art in pedometrics publication-title: Geoderma doi: 10.1016/0016-7061(94)90043-4 – volume: 43 start-page: 9 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0315 article-title: The “10PM Challenges” publication-title: Pedometron – volume: 42 start-page: 301 year: 1991 ident: 10.1016/j.geoderma.2021.115155_b0840 article-title: Local disjunctive kriging of soil properties with change of support publication-title: J. Soil Sci. doi: 10.1111/j.1365-2389.1991.tb00411.x – volume: 116 start-page: 89 year: 2003 ident: 10.1016/j.geoderma.2021.115155_b0190 article-title: Modeling change in soil compaction due to agricultural traffic as function of soil water content publication-title: Geoderma doi: 10.1016/S0016-7061(03)00096-X – volume: 109 start-page: 41 year: 2002 ident: 10.1016/j.geoderma.2021.115155_b0525 article-title: From pedotransfer functions to soil inference systems publication-title: Geoderma doi: 10.1016/S0016-7061(02)00139-8 – volume: 155 start-page: 140 year: 2010 ident: 10.1016/j.geoderma.2021.115155_b0615 article-title: Methods to quantify the pedodiversity of 1 km2 areas-results from southern African drylands publication-title: Geoderma doi: 10.1016/j.geoderma.2009.07.009 – year: 2005 ident: 10.1016/j.geoderma.2021.115155_b0035 – ident: 10.1016/j.geoderma.2021.115155_b0675 – volume: 122 start-page: 58 year: 2007 ident: 10.1016/j.geoderma.2021.115155_b0175 article-title: Predicted soil organic carbon stocks and changes in the Brazilian Amazon between 2000 and 2030 publication-title: Agric., Ecosyst. Environ. doi: 10.1016/j.agee.2007.01.008 – volume: 148 start-page: 336 year: 2009 ident: 10.1016/j.geoderma.2021.115155_b0165 article-title: Numerical classification of soil profile data using distance metrics publication-title: Geoderma doi: 10.1016/j.geoderma.2008.11.008 – volume: 72 start-page: 165 year: 1996 ident: 10.1016/j.geoderma.2021.115155_b0650 article-title: A theoretical framework for land evaluation publication-title: Geoderma doi: 10.1016/0016-7061(96)00031-6 – volume: 117 start-page: 99 year: 2003 ident: 10.1016/j.geoderma.2021.115155_b0290 article-title: Pedodiversity in the United States of America publication-title: Geoderma doi: 10.1016/S0016-7061(03)00137-X – ident: 10.1016/j.geoderma.2021.115155_b0570 doi: 10.1097/00010694-196303000-00014 – volume: 44 start-page: 71 year: 2004 ident: 10.1016/j.geoderma.2021.115155_b0005 article-title: On-the-go soil sensors for precision agriculture publication-title: Comput. Electron. Agric. doi: 10.1016/j.compag.2004.03.002 – volume: 12 start-page: 699 year: 2001 ident: 10.1016/j.geoderma.2021.115155_b0790 article-title: Assessment of the production and economic risks of site-specific liming using geostatistical uncertainty modelling publication-title: Environmetrics doi: 10.1002/env.471 – volume: 46 start-page: 3687 year: 2012 ident: 10.1016/j.geoderma.2021.115155_b0075 article-title: Public participation in soil surveys: lessons from a pilot study in England publication-title: Environ. Sci. Technol. doi: 10.1021/es203880p – start-page: 415 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0465 article-title: Vis-NIR-SWIR remote sensing products as new soil data for digital soil mapping – volume: 115 start-page: 165 year: 2015 ident: 10.1016/j.geoderma.2021.115155_b0850 article-title: Technological developments for spatial prediction of soil properties, and Danie Krige’s influence on it publication-title: J. South Afr. Inst. Min. Metall. doi: 10.17159/2411-9717/2015/v115n2a12 – volume: 2 start-page: 1 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0025 article-title: Earthworms act as biochemical reactors to convert labile plant compounds into stabilized soil microbial necromass publication-title: Commun. Biol. doi: 10.1038/s42003-019-0684-z – volume: 14 start-page: 189 year: 1975 ident: 10.1016/j.geoderma.2021.115155_b0880 article-title: Conceptual models in pedogenesis: can soil-forming functions be solved? publication-title: Geoderma doi: 10.1016/0016-7061(75)90001-4 – volume: 125 start-page: 54 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0885 article-title: Responses of fungal–bacterial community and network to organic inputs vary among different spatial habitats in soil publication-title: Soil Biol. Biochem. doi: 10.1016/j.soilbio.2018.06.029 – volume: 138 start-page: 86 year: 2007 ident: 10.1016/j.geoderma.2021.115155_b0135 article-title: Optimization of sample patterns for universal kriging of environmental variables publication-title: Geoderma doi: 10.1016/j.geoderma.2006.10.016 – volume: 259 start-page: 71 year: 2015 ident: 10.1016/j.geoderma.2021.115155_b0660 article-title: Can citizen science assist digital soil mapping? publication-title: Geoderma doi: 10.1016/j.geoderma.2015.05.006 – volume: 31 start-page: 333 year: 1980 ident: 10.1016/j.geoderma.2021.115155_b0145 article-title: Optimal interpolation and isarithmic mapping of soil properties: II. Block kriging publication-title: J. Soil Sci. doi: 10.1111/j.1365-2389.1980.tb02085.x – year: 2007 ident: 10.1016/j.geoderma.2021.115155_b0200 – volume: 171 start-page: 3 year: 2012 ident: 10.1016/j.geoderma.2021.115155_b0230 article-title: On digital soil assessment with models and the Pedometrics agenda publication-title: Geoderma doi: 10.1016/j.geoderma.2011.01.001 – volume: 679 start-page: 172 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0620 article-title: Development of artificial intelligence models for the prediction of Compression Coefficient of soil: an application of Monte Carlo sensitivity analysis publication-title: Sci. Total Environ. doi: 10.1016/j.scitotenv.2019.05.061 – volume: 141 start-page: 149 year: 2007 ident: 10.1016/j.geoderma.2021.115155_b0520 article-title: On measuring pedodiversity publication-title: Geoderma doi: 10.1016/j.geoderma.2007.05.012 – volume: 3 start-page: 34 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0715 article-title: What is the best inference trajectory for mapping soil functions: an example of mapping soil available water capacity over Languedoc Roussillon (France) publication-title: Soil Syst. doi: 10.3390/soilsystems3020034 – volume: 291 start-page: 55 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0760 article-title: Using quantile regression forest to estimate uncertainty of digital soil mapping products publication-title: Geoderma doi: 10.1016/j.geoderma.2016.12.017 – volume: 27 start-page: 171 year: 2003 ident: 10.1016/j.geoderma.2021.115155_b0680 article-title: Predictive soil mapping: a review publication-title: Prog. Phys. Geogr. doi: 10.1191/0309133303pp366ra – volume: 322 start-page: 48 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0370 article-title: Comparisons between USDA soil taxonomy and the Australian Soil Classification system II: comparison of order, suborder and great group taxa publication-title: Geoderma doi: 10.1016/j.geoderma.2018.02.022 – volume: 44 start-page: 28 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0105 article-title: The 10PM challenges publication-title: Pedometron – volume: 4 start-page: 123 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0275 article-title: Uncertainty indication in soil function maps–transparent and easy-to-use information to support sustainable use of soil resources publication-title: Soil doi: 10.5194/soil-4-123-2018 – volume: 341 start-page: 195 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0485 article-title: The feasibility of predicting the spatial pattern of soil particle-size distribution using a pedogenesis model publication-title: Geoderma doi: 10.1016/j.geoderma.2019.01.049 – volume: 355 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0815 article-title: Sampling design optimization for soil mapping with random forest publication-title: Geoderma doi: 10.1016/j.geoderma.2019.113913 – volume: vol. 106 year: 2015 ident: 10.1016/j.geoderma.2021.115155_b0410 – volume: 133 start-page: 138 year: 2006 ident: 10.1016/j.geoderma.2021.115155_b0560 article-title: Mechanistic soil–landscape modelling as an approach to developing pedogenetic classifications publication-title: Geoderma doi: 10.1016/j.geoderma.2006.03.042 – volume: 164 start-page: 137 year: 2003 ident: 10.1016/j.geoderma.2021.115155_b0610 article-title: Sensitivity analysis of predicted change in soil carbon following afforestation publication-title: Ecol. Model. doi: 10.1016/S0304-3800(03)00027-9 – year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0405 – volume: 138 start-page: 548 year: 1936 ident: 10.1016/j.geoderma.2021.115155_b0555 article-title: Normal erosion as a factor in soil profile development publication-title: Nature doi: 10.1038/138548c0 – volume: 101 start-page: 58 year: 2013 ident: 10.1016/j.geoderma.2021.115155_b0725 article-title: Identification of 100 fundamental ecological questions publication-title: J. Ecol. doi: 10.1111/1365-2745.12025 – volume: 264 start-page: 340 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0550 article-title: Testing the pedometric evaluation of taxonomic units on soil taxonomy-a step in advancing towards a universal soil classification system publication-title: Geoderma doi: 10.1016/j.geoderma.2015.09.008 – volume: 51 start-page: 167 year: 2013 ident: 10.1016/j.geoderma.2021.115155_b0565 article-title: The World Reference Base for Soils (WRB) and Soil Taxonomy: an appraisal of their application to the soils of the Northern Rivers of New South Wales publication-title: Soil Res. doi: 10.1071/SR12144 – volume: 262 start-page: 101 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0015 article-title: Linking soils to ecosystem services-A global review publication-title: Geoderma doi: 10.1016/j.geoderma.2015.08.009 – volume: 34 start-page: 577 year: 1983 ident: 10.1016/j.geoderma.2021.115155_b0150 article-title: Multiscale sources of spatial variation in soil. I. The application of fractal concepts to nested levels of soil variation publication-title: J. Soil Sci. doi: 10.1111/j.1365-2389.1983.tb01057.x – volume: 281 start-page: 102 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0020 article-title: Mapping the soils of an Argentine Pampas region using structural equation modelling publication-title: Geoderma doi: 10.1016/j.geoderma.2016.06.031 – volume: 5 start-page: 1 year: 2020 ident: 10.1016/j.geoderma.2021.115155_b0080 article-title: Targeting the soil quality and soil health concepts when aiming for the United Nations Sustainable Development Goals and the EU Green Deal publication-title: SOIL doi: 10.5194/soil-5-1-2019 – volume: 7 start-page: 331 year: 1981 ident: 10.1016/j.geoderma.2021.115155_b0535 article-title: The design of optimal sampling schemes for local estimation and mapping of of regionalized variables- I: Theory and method publication-title: Comput. Geosci. doi: 10.1016/0098-3004(81)90077-7 – volume: 16 start-page: 2123 year: 2006 ident: 10.1016/j.geoderma.2021.115155_b0120 article-title: Modeling denitrification in terrestrial and aquatic ecosystems at regional scales publication-title: Ecol. Appl. doi: 10.1890/1051-0761(2006)016[2123:MDITAA]2.0.CO;2 – year: 2006 ident: 10.1016/j.geoderma.2021.115155_b0130 article-title: Assessing uncertainty propagation through physically based models of soil water flow and solute transport – volume: 22 start-page: 359 year: 1971 ident: 10.1016/j.geoderma.2021.115155_b0155 article-title: The relation between cost and utility in soil survey (I–III) publication-title: J. Soil Sci. doi: 10.1111/j.1365-2389.1971.tb01624.x – volume: 69 start-page: 224 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0270 article-title: Soil function assessment: review of methods for quantifying the contributions of soils to ecosystem services publication-title: Land Use Policy doi: 10.1016/j.landusepol.2017.06.025 – volume: 307 start-page: 198 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0360 article-title: Comparisons between USDA Soil Taxonomy and the Australian Soil Classification System I: data harmonization, calculation of taxonomic distance and inter-taxa variation publication-title: Geoderma doi: 10.1016/j.geoderma.2017.08.009 – volume: 192 start-page: 6 year: 2011 ident: 10.1016/j.geoderma.2021.115155_b0280 article-title: One hundred important questions facing plant science research publication-title: New Phytol. doi: 10.1111/j.1469-8137.2011.03859.x – volume: 23 start-page: 3909 year: 2002 ident: 10.1016/j.geoderma.2021.115155_b0260 article-title: Spectral properties and hydraulic conductance of soil crusts formed by raindrop impact publication-title: Int. J. Remote Sens. doi: 10.1080/01431160110115942 – volume: 177 start-page: 111 year: 2014 ident: 10.1016/j.geoderma.2021.115155_b0090 article-title: Soil science contributions towards sustainable development goals and their implementation: linking soil functions with ecosystem services publication-title: J. Plant Nutr. Soil Sci. doi: 10.1002/jpln.201300646 – volume: 89 start-page: 1 year: 1999 ident: 10.1016/j.geoderma.2021.115155_b0265 article-title: Geostatistics in soil science: state-of-the-art and perspectives publication-title: Geoderma doi: 10.1016/S0016-7061(98)00078-0 – volume: 1 start-page: 1 year: 2013 ident: 10.1016/j.geoderma.2021.115155_b0285 article-title: Great challenges in structural geology and tectonics publication-title: Front. Earth Sci. doi: 10.3389/feart.2013.00002 – volume: 4 start-page: 1 year: 2013 ident: 10.1016/j.geoderma.2021.115155_b0640 article-title: Turnover of soil bacterial diversity driven by wide-scale environmental heterogeneity publication-title: Nat. Commun. doi: 10.1038/ncomms2431 – volume: 272 start-page: 14 year: 2003 ident: 10.1016/j.geoderma.2021.115155_b0690 article-title: Review and comparison of models for describing non-equilibrium and preferential flow and transport in the vadose zone publication-title: J. Hydrol. doi: 10.1016/S0022-1694(02)00252-4 – ident: 10.1016/j.geoderma.2021.115155_b0445 doi: 10.1016/B978-0-12-394275-3.00003-1 – volume: 35 start-page: 538 year: 2019 ident: 10.1016/j.geoderma.2021.115155_b0115 article-title: The challenge for the soil science community to contribute to the implementation of the UN Sustainable Development Goals publication-title: Soil Use Manag. doi: 10.1111/sum.12518 – volume: 10 start-page: 3938 year: 2015 ident: 10.1016/j.geoderma.2021.115155_b0195 article-title: Soil survey and soil classification of the Koupendri catchment in Benin, West Africa publication-title: Afr. J. Agric. Res. doi: 10.5897/AJAR2015.9904 – volume: 100 start-page: 269 year: 2001 ident: 10.1016/j.geoderma.2021.115155_b0325 article-title: Modelling soil variation: past, present, and future publication-title: Geoderma doi: 10.1016/S0016-7061(01)00025-8 – volume: 155 start-page: 175 year: 2010 ident: 10.1016/j.geoderma.2021.115155_b0055 article-title: Multi-scale digital terrain analysis and feature selection for digital soil mapping publication-title: Geoderma doi: 10.1016/j.geoderma.2009.07.010 – start-page: 439 year: 2018 ident: 10.1016/j.geoderma.2021.115155_b0310 article-title: Uncertainty and uncertainty propagation in soil mapping and modelling – ident: 10.1016/j.geoderma.2021.115155_b0890 doi: 10.1016/j.geoderma.2012.01.005 – volume: 31 start-page: 315 year: 1980 ident: 10.1016/j.geoderma.2021.115155_b0140 article-title: Optimal interpolation and isarithmic mapping of soil properties: I. The semi-variogram and punctual kriging publication-title: J. Soil Sci. doi: 10.1111/j.1365-2389.1980.tb02084.x – start-page: 255 year: 1998 ident: 10.1016/j.geoderma.2021.115155_b0305 article-title: Uncertainty analysis in environmental modelling under a change of spatial scale – volume: 83 start-page: 171 year: 1998 ident: 10.1016/j.geoderma.2021.115155_b0385 article-title: Pedodiversity and global soil patterns at coarse scales (with Discussion) publication-title: Geoderma doi: 10.1016/S0016-7061(97)00147-X – volume: 28 start-page: 1212 year: 2017 ident: 10.1016/j.geoderma.2021.115155_b0710 article-title: Sediment reallocations due to erosive rainfall events in the Three Gorges Reservoir Area, Central China publication-title: Land Degr. Dev. doi: 10.1002/ldr.2503 – volume: 78 start-page: 337 year: 2014 ident: 10.1016/j.geoderma.2021.115155_b0010 article-title: Top-ranked priority research questions for soil science in the 21st century publication-title: Soil Sci. Soc. Am. J. doi: 10.2136/sssaj2013.07.0291 – volume: 251 start-page: 24 year: 2015 ident: 10.1016/j.geoderma.2021.115155_b0470 article-title: The implicit loss function for errors in soil information publication-title: Geoderma doi: 10.1016/j.geoderma.2015.03.014 – year: 1998 ident: 10.1016/j.geoderma.2021.115155_b0875 – volume: 217 start-page: 203 year: 1999 ident: 10.1016/j.geoderma.2021.115155_b0860 article-title: On the spatial scaling of soil moisture publication-title: J. Hydrol. doi: 10.1016/S0022-1694(98)00232-7 – start-page: 281 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0045 article-title: Probabilistic representation of genetic soil horizons – volume: 27 start-page: 1127 year: 1995 ident: 10.1016/j.geoderma.2021.115155_b0350 article-title: Biotic manipulation effects on soil carbohydrates and microbial biomass in a cultivated soil publication-title: Soil Biol. Biochem. doi: 10.1016/0038-0717(95)00041-C – volume: 90 start-page: 131 year: 2016 ident: 10.1016/j.geoderma.2021.115155_b0735 article-title: LORICA–a new model for linking landscape and soil profile evolution: development and sensitivity analysis publication-title: Comput. Geosci. doi: 10.1016/j.cageo.2015.08.004 |
| SSID | ssj0017020 |
| Score | 2.5917182 |
| Snippet | •Community-based research effort.•Define ten challenging and unsolved pedometrics questions.•Review and proposed agenda for each challenge.•Guide for future... Pedometrics, the application of mathematical and statistical methods to the study of the distribution and genesis of soils, has broadened its scope over the... |
| SourceID | hal proquest crossref elsevier |
| SourceType | Open Access Repository Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 115155 |
| SubjectTerms | geostatistics Knowledge gaps Methodology Pedology Research questions Scientific agenda soil soil classification soil formation Soil science Statistics |
| Title | Ten challenges for the future of pedometrics |
| URI | https://dx.doi.org/10.1016/j.geoderma.2021.115155 https://www.proquest.com/docview/2561534864 https://hal.inrae.fr/hal-03243607 |
| Volume | 401 |
| WOSCitedRecordID | wos000667306700002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1872-6259 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0017020 issn: 0016-7061 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELZoywEOFU91eVQBcYMEb-LYyXGpWkq1VAiKtDfL8aNQIFllH9qf33HsPERBBSEuUeSV4-zMZDwznvkGoRfgVGWpMCLMZZKGhGkMelCCMiRg-wswCYzATbMJdnqazWb5B98uddG0E2BlmW02-fy_shrGgNm2dPYv2N09FAbgHpgOV2A7XP-M8bq05byuRcqiSyN04CFNgrNW1Q_bSMvnuXvT9K22bdEGalqoarUZFMFY_P_oJAoPoj6AulrbevZvLrpe25DEm-h99_vUJ2J_jF4CQ-s-X2cqzhsgaXc44oI6cz2MQMRjX4rXhcWulMY4VTumIcMOaT3STrtmLA6twzVUv8Q96ooqd1GFCyCn-_eRXRo0vO1J029eXUrhp6agAjeAaBbDh2yhnZilOWi6ncm7w9lJd7bEsAfr9C84qBv_9Wq_M1m2vtjc2Z-28MYuObuDdr1DEUycINxFN3R5D92enNceVEXfR69AJIJeJAIQiQBEInAiEVQmGIjEA_T56PDs4Dj0XTJCSWK2DPMiKRTsuCYeGzB-VZblwlBFiUplYrSRqcDKEJXkiVExkQXVpEhxQSVVhKo0eYi2y6rUeyhQjBYqIQnOZUEUZQWYh7rBTzJCS0NGKG0JwaWHkLedTL7zNlfwgrcE5JaA3BFwhF538-YOROXaGXlLZ-5NQWficRCPa-c-B4p2C1n89OPJlNsxDO5DQjFbj0foWcs3DgrVnpKJUlerBQcfAKwAklHy6B9e4jG61X8qT9D2sl7pp-imXC-_Lup9L5KXNx6afg |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Ten+challenges+for+the+future+of+pedometrics&rft.jtitle=Geoderma&rft.au=Wadoux%2C+Alexandre+M.J.-C.&rft.au=Heuvelink%2C+Gerard+B.M.&rft.au=Lark%2C+R.+Murray&rft.au=Lagacherie%2C+Philippe&rft.date=2021-11-01&rft.pub=Elsevier+B.V&rft.issn=0016-7061&rft.eissn=1872-6259&rft.volume=401&rft_id=info:doi/10.1016%2Fj.geoderma.2021.115155&rft.externalDocID=S0016706121002354 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0016-7061&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0016-7061&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0016-7061&client=summon |