Using crowdsourced images to study selected cultural ecosystem services and their relationships with species richness and carbon sequestration

•Crowdsourced photos help identify spatial relationships among cultural, regulating services and biodiversity.•The relationship between cultural services and species richness was higher for butterflies than for plants.•Forest cover showed a positive relationship with both studied cultural services a...

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Vydáno v:Ecosystem services Ročník 54; s. 101411
Hlavní autoři: Lee, Heera, Seo, Bumsuk, Cord, Anna F., Volk, Martin, Lautenbach, Sven
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier B.V 01.04.2022
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ISSN:2212-0416, 2212-0416
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Abstract •Crowdsourced photos help identify spatial relationships among cultural, regulating services and biodiversity.•The relationship between cultural services and species richness was higher for butterflies than for plants.•Forest cover showed a positive relationship with both studied cultural services and carbon storage.•Landscape aesthetics were negatively impacted when forest cover was higher than 50%. Due to the difficulty of capturing spatially explicit information on cultural ecosystem services (CES), previous studies have paid less attention to their relationships with other services. In this study, we quantified the relationships between selected CES using crowdsourced photographs, carbon storage and species richness of plants and butterflies for a case study in Saxony, Germany. The relationships were quantified based on the mutual information metric and using principal component analysis. We further conducted a regression analysis to control for environmental and infrastructure factors such as the share of land use classes, landscape diversity and the presence of viewpoints and picnic sites. Our results showed overall positive relationships between CES indicators and carbon sequestration as well as species richness. However, the magnitude of the relationships varied: the CES indicators showed a stronger relationship with butterfly species richness than with plant species richness. Both CES indicators showed the strongest positive relationship with carbon sequestration. This positive relationship was likely driven by forest cover, which was strongly associated with carbon storage. However, our regression analysis also showed that too much forest cover reduces the perceived CES, in particular for landscape aesthetics. Our findings provide additional information for spatial planning in the study region.
AbstractList Due to the difficulty of capturing spatially explicit information on cultural ecosystem services (CES), previous studies have paid less attention to their relationships with other services. In this study, we quantified the relationships between selected CES using crowdsourced photographs, carbon storage and species richness of plants and butterflies for a case study in Saxony, Germany. The relationships were quantified based on the mutual information metric and using principal component analysis. We further conducted a regression analysis to control for environmental and infrastructure factors such as the share of land use classes, landscape diversity and the presence of viewpoints and picnic sites. Our results showed overall positive relationships between CES indicators and carbon sequestration as well as species richness. However, the magnitude of the relationships varied: the CES indicators showed a stronger relationship with butterfly species richness than with plant species richness. Both CES indicators showed the strongest positive relationship with carbon sequestration. This positive relationship was likely driven by forest cover, which was strongly associated with carbon storage. However, our regression analysis also showed that too much forest cover reduces the perceived CES, in particular for landscape aesthetics. Our findings provide additional information for spatial planning in the study region.
•Crowdsourced photos help identify spatial relationships among cultural, regulating services and biodiversity.•The relationship between cultural services and species richness was higher for butterflies than for plants.•Forest cover showed a positive relationship with both studied cultural services and carbon storage.•Landscape aesthetics were negatively impacted when forest cover was higher than 50%. Due to the difficulty of capturing spatially explicit information on cultural ecosystem services (CES), previous studies have paid less attention to their relationships with other services. In this study, we quantified the relationships between selected CES using crowdsourced photographs, carbon storage and species richness of plants and butterflies for a case study in Saxony, Germany. The relationships were quantified based on the mutual information metric and using principal component analysis. We further conducted a regression analysis to control for environmental and infrastructure factors such as the share of land use classes, landscape diversity and the presence of viewpoints and picnic sites. Our results showed overall positive relationships between CES indicators and carbon sequestration as well as species richness. However, the magnitude of the relationships varied: the CES indicators showed a stronger relationship with butterfly species richness than with plant species richness. Both CES indicators showed the strongest positive relationship with carbon sequestration. This positive relationship was likely driven by forest cover, which was strongly associated with carbon storage. However, our regression analysis also showed that too much forest cover reduces the perceived CES, in particular for landscape aesthetics. Our findings provide additional information for spatial planning in the study region.
ArticleNumber 101411
Author Lee, Heera
Cord, Anna F.
Seo, Bumsuk
Volk, Martin
Lautenbach, Sven
Author_xml – sequence: 1
  givenname: Heera
  surname: Lee
  fullname: Lee, Heera
  email: heera.lee@kit.edu
  organization: Karlsruhe Institute of Technology, Institute of Meteorology and Climate Research, Atmospheric Environmental Research (IMK-IFU), Kreuzeckbahnstr. 19, D-82467 Garmisch-Partenkirchen, Germany
– sequence: 2
  givenname: Bumsuk
  surname: Seo
  fullname: Seo, Bumsuk
  organization: Karlsruhe Institute of Technology, Institute of Meteorology and Climate Research, Atmospheric Environmental Research (IMK-IFU), Kreuzeckbahnstr. 19, D-82467 Garmisch-Partenkirchen, Germany
– sequence: 3
  givenname: Anna F.
  surname: Cord
  fullname: Cord, Anna F.
  organization: UFZ – Helmholtz Centre for Environmental Research, Department Computational Landscape Ecology, Permoserstr. 15, 04318 Leipzig, Germany
– sequence: 4
  givenname: Martin
  surname: Volk
  fullname: Volk, Martin
  organization: UFZ – Helmholtz Centre for Environmental Research, Department Computational Landscape Ecology, Permoserstr. 15, 04318 Leipzig, Germany
– sequence: 5
  givenname: Sven
  surname: Lautenbach
  fullname: Lautenbach, Sven
  organization: Faculty of Agriculture, Land Use Modeling and Ecosystem Services, University of Bonn, Nussallee 1, D-53115 Bonn, Germany
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Cites_doi 10.1016/S0169-2046(99)00083-3
10.1046/j.1461-0248.2001.00230.x
10.1016/j.physa.2004.06.144
10.1016/j.ecoser.2018.02.015
10.1080/08941920701537007
10.1016/j.scitotenv.2020.140067
10.1002/j.1538-7305.1948.tb01338.x
10.1093/biomet/58.3.453
10.32614/RJ-2018-009
10.1017/CBO9781107415324.004
10.1016/j.gloenvcha.2019.02.003
10.1080/00222216.2004.11950037
10.1016/j.jenvman.2019.03.050
10.1016/j.ecolind.2013.07.014
10.1016/j.ecolind.2012.06.025
10.1016/j.jeem.2006.08.002
10.1046/j.1466-822X.2001.t01-1-00256.x
10.1371/journal.pone.0162372
10.1038/srep02976
10.1111/1365-2664.12669
10.1016/j.forpol.2017.01.021
10.1016/j.apgeog.2012.12.004
10.1098/rsta.2015.0202
10.1016/j.landurbplan.2016.08.003
10.1016/j.biocon.2009.10.003
10.1073/pnas.1701370114
10.1111/j.1461-0248.2009.01387.x
10.1111/j.1523-1739.2008.01086.x
10.1016/j.ecoser.2019.100925
10.1016/j.ufug.2017.09.011
10.1006/jeem.1996.0957
10.1016/j.ecolind.2016.12.010
10.1016/j.biocon.2009.12.032
10.1038/s41893-020-00625-y
10.1016/j.jenvman.2006.11.021
10.1007/s10531-015-0957-x
10.1016/j.ecolind.2016.09.035
10.1038/s41598-017-18007-4
10.1016/j.landurbplan.2019.103741
10.1016/j.forpol.2021.102509
10.1073/pnas.1614158113
10.3390/rs12213570
10.1038/ncomms11877
10.1016/j.ecolind.2015.12.042
10.14512/gaia.19.4.9
10.1007/s00267-020-01373-7
10.1016/j.landurbplan.2014.09.010
10.1016/j.ecolind.2017.02.009
10.1007/BF01867587
10.1007/s10531-013-0569-2
10.1016/j.ecolind.2018.08.035
10.1038/s41598-020-70829-x
10.1016/j.scitotenv.2021.145190
10.1126/science.346.6213.1063
10.1002/pan3.10199
10.1098/rsbl.2007.0149
10.1016/j.ecocom.2010.02.008
10.1038/s41598-021-99282-0
10.1371/journal.pone.0206672
10.1016/j.tree.2011.08.006
10.1037/0033-2909.103.2.276
10.1007/s13280-019-01268-w
10.1016/j.ecolecon.2015.03.007
10.1890/070216
10.1016/j.ufug.2008.05.001
10.1016/j.landurbplan.2014.10.022
10.1016/j.scitotenv.2018.09.030
10.18637/jss.v027.i08
10.1890/07-1127.1
10.1186/s40965-019-0061-3
10.1016/j.ecolind.2013.01.013
10.1080/00045608.2012.689236
10.5751/ES-05790-180344
10.1007/s10113-017-1180-y
10.1111/2041-210X.13075
10.1111/cobi.13704
10.1109/72.298224
10.1068/a080947
10.1016/j.ecolind.2016.02.004
10.1016/j.ecoser.2019.100958
10.1016/j.ecolmodel.2018.09.023
10.1098/rspb.2018.0971
10.1016/j.landurbplan.2013.07.007
10.1016/j.jort.2020.100295
10.1007/s10980-019-00859-y
10.1016/j.landurbplan.2014.08.009
10.1016/j.ecolind.2020.106638
10.7155/jgaa.00124
10.1016/j.ecoser.2013.03.003
10.1111/j.1365-2664.2009.01666.x
10.1007/s10980-007-9110-x
10.1111/j.1600-0870.2010.00477.x
10.1016/j.apgeog.2020.102156
10.1080/13658816.2020.1869747
10.1093/forestry/cpl005
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Keywords Multifunctional landscape
Mapping ecosystem services
Cultural ecosystem services
Synergies
Crowdsourced photos
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References Korneck, D., Schnittler, M., & Vollmer, I. (1996). Rote Liste Gefährdeter Pflanzen Deutschlands. Bundesamt für Naturschutz, Bonn. chapter Rote Liste der Farnund Blütenpflanzen (Pteridophyta et Spermatophyta) Deutschlands. pp. 21–187.
Oteros-Rozas, Martín-López, Fagerholm, Bieling, Plieninger (b0365) 2018; 94
Battiti (b0025) 1994; 5
van Zanten, Van Berkel, Meentemeyer, Smith, Tieskens, Verburg (b0560) 2016; 113
Ghermandi, Sinclair (b0160) 2019; 55
Castro, Verburg, Martín-López, Garcia-Llorente, Cabello, Vaughn, López (b0075) 2014; 132
Anderson, Armsworth, Eigenbrod, Thomas, Gillings, Heinemeyer, Roy, Gaston (b0015) 2009; 46
Beckley, Stedman, Wallace, Ambard (b0030) 2007; 20
van Berkel, Verburg (b0040) 2014; 37
Dionisio, Menezes, Mendes (b0110) 2004; 344
Väisänen, Heikinheimo, Hiippala, Toivonen (b0525) 2021; 35
Tenerelli, Demšar, Luque (b0500) 2016; 64
Nahuelhual, Carmona, Lozada, Jaramillo, Aguayo (b0350) 2013; 40
Rossi, Barros, Walden-Schreiner, Pickering (b0410) 2019; 49
Adamowicz, Swait, Boxall, Louviere, Williams (b0005) 1997; 32
Wood, Winder, Lia, White, Crowley, Milnor (b0555) 2020; 10
García-Nieto, García-Llorente, Iniesta-Arandia, Martín-López (b0140) 2013; 4
Sakamoto, Ishiguro, Kitagawa (b0435) 1986
Bennett, Peterson, Gordon (b0035) 2009; 12
Dittrich, von Wehrden, Abson, Bartkowski, Cord, Fust, Hoyer, Kambach, Meyer, Radzevičiūtė, Nieto-Romero, Seppelt, Beckmann (b0115) 2017; 75
Mandle, Shields-Estrada, Chaplin-Kramer, Mitchell, Bremer, Gourevitch, Hawthorne, Johnson, Robinson, Smith, Sonter, Verutes, Vogl, Daily, Ricketts (b0320) 2020; 4
Wenger, Freeman (b0540) 2008; 89
Horn, Aodha, Song, Cui, Sun, Shepard, Adam, Perona, Belongie (b0230) 2018
Egarter Vigl, Marsoner, Giombini, Pecher, Simion, Stemle, Tasser, Depellegrin (b0120) 2021; 3
Swaffield, S. R., McWilliam, W. J., et al. (2013). Landscape aesthetic experience and ecosystem services. In Dymond, J.R. (Ed.), Ecosystem services in New Zealand–conditions and trends. Mannaki Whenua Press Lincoln, Lincoln, New Zealand. chapter 2.6, pp. 349–362.
.
Pirie (b0380) 1976; 8
Locher-Krause, K., Lautenbach, S., & Volk, M. (2017). Spatio-temporal change of ecosystem services as a key to understand natural resource utilization in Southern Chile. Regional Environmental Change doi:10.1007/s10113-017-1180-y. Springer.
Schulp, Lautenbach, Verburg (b0450) 2014; 36
Gobster, Nassauer, Daniel, Fry (b0165) 2007; 22
Sächsisches Staatsministerium. (2021). Energieund Klimaprogramm Sachsen 2021. Technical Report. Sächsisches Staatsministerium für Umwelt und Landwirtschaft (SMUL). URL
Gelman, Hill (b0150) 2006
Haines-Young, R., & Potschin, M., (2018). Common International Classification of Ecosystem Services (CICES) V5.1 and guidance on the application of the revised structure. Technical Report. URL
Albert, Fürst, Ring, Sandström (b0010) 2020; 196
Zentrale Artdatenbank (ZenA) Sachsen, 2017b.
Sächsisches Staatsministerium. (2013). Waldstrategie 2050 für den Freistaat Sachsen. Technical Report. Sächsisches Staatsministerium für Umwelt und Landwirtschaft (SMUL). URL
Wood, Guerry, Silver, Lacayo (b0550) 2013; 3
r package version 1.5.5.
Moreno-Llorca, F. Méndez, Ros-Candeira, Alcaraz-Segura, Santamaría, Ramos-Ridao, Revilla, Bonet-García, Vaz (b0340) 2020; 737
Lindemann-Matthies, Junge, Matthies (b0300) 2010; 143
Lenormand, Luque, Langemeyer, Tenerelli, Zulian, Aalders, Chivulescu, Clemente, Dick, van Dijk, van Eupen, Giuca, Kopperoinen, Lellei-Kovács, Leone, Lieskovský, Schirpke, Smith, Tappeiner, Woods, Gruebner (b0290) 2018; 13
Bruns, Ipsen, Bohnet (b0060) 2000; 47
Jack, Leimona, Ferraro (b0240) 2009; 23
doi:10.1186/s40965-019-0061-3.
Ruths, Pfeffer (b0415) 2014; 346
Gundersen, Frivold (b0195) 2008; 7
Graves, Pearson, Turner (b0190) 2017; 114
Karner, Cord, Hagemann, Hernandez-Mora, Holzkämper, Jeangros, Lienhoop, Nitsch, Rivas, Schmid, Schulp, Strauch, van der Zanden, Volk, Willaarts, Zarrineh, Schönhart (b0260) 2019; 241
Raifer, M., Troilo, R., Kowatsch, F., Auer, M., Loos, L., Marx, S., Przybill, K., Fendrich, S., Mocnik, F.B. & Zipf, A. (2019). OSHDB: A framework for spatio-temporal analysis of OpenStreetMap history data. Open Geospatial Data, Software and Standards 4, 3. URL
Smith, Samuelsson, Wramneby, Rummukainen (b0470) 2011; 63
Tribot, Deter, Mouquet (b0520) 2018; 285
Smith, Prentice, Sykes (b0465) 2001; 10
López-Hoffman, Varady, Flessa, Balvanera (b0310) 2010; 8
LfULG, 2017.
Pickering, Hill (b0375) 2007; 85
Zentrale Artdatenbank (ZenA) Sachsen. (2017a).
Southon, Jorgensen, Dunnett, Hoyle, Evans (b0480) 2017; 158
BMELV, 2011. Forest strategy 2020. Sustainable Forest Management – An Opportunity and a Challenge for Society. Technical Report. Federal Ministry of Food, Agriculture and Consumer Protection. URL
Vallecillo, La Notte, Zulian, Ferrini, Maes (b0530) 2019; 392
Junge, Schüpbach, Walter, Schmid, Lindemann-Matthies (b0255) 2015; 133
Ribe (b0405) 1989; 13
Jolliffe, I.T., & Cadima, J., (2016). Principal component analysis: A review and 36 recent developments. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 374, 20150202.
Wäldchen, Mäder (b0535) 2018; 9
Mori, Lertzman, Gustafsson, Cadotte (b0345) 2016; 54
Sonter, L.J., B.Watson, K., A.Wood, S., & Ricketts, T.H. (2016). Spatial and temporal dynamics and value of nature-based recreation, estimated via social media. PLoS ONE 11, e0162372. doi:10.1371/journal.pone.0162372.
Ballantyne, Pickering (b0020) 2013; 22
Accessed in March 2019.
R Core Team (b0395) 2020
Ciesielski, Stereńczak (b0090) 2021; 129
Gentle (b0155) 2009; Vol. 308
Mason, Newsome, Moore, Admiraal (b0325) 2015; 24
Hermes, Albert, von Haaren (b0210) 2018; 31
Jackman, S., 2020. pscl: Classes and methods for R developed in the political science computational laboratory. United States Studies Centre, University of Sydney. Sydney, New South Wales, Australia. URL
Numata, Ebenhöh, Knapp (b0360) 2008; 20
Gabriel (b0135) 1971; 58
Steele, Wolz (b0490) 2019; 34
Holzwarth, Thonfeld, Abdullahi, Asam, Da Ponte Canova, Gessner, Huth, Kraus, Leutner, Kuenzer (b0225) 2020; 12
Chen, de Vries, Assmuth, Dick, Hermans, Hertel, Jensen, Jones, Kabisch, Lanki, Lehmann, Maskell, Norton, Reis (b0080) 2019; 651
Carrus, Scopelliti, Lafortezza, Colangelo, Ferrini, Salbitano, Agrimi, Portoghesi, Semenzato, Sanesi (b0070) 2015; 134
Wilkins, Wood, Smith (b0545) 2020; 67
Gee, Burkhard (b0145) 2010; 7
Hernández-Morcilloa, Plieninger, Bieling (b0215) 2013; 29
Scholte, van Teeffelen, Verburg (b0445) 2015; 114
Cliff (b0095) 1988; 103
Fuller, Irvine, Devine-Wright, Warren, Gaston (b0130) 2007; 3
Gosal, Ziv (b0170) 2020; 117
Gosal, Giannichi, Beckmann, Comber, Massenberg, Palliwoda, Roddis, Schägner, Wilson, Ziv (b0180) 2021; 776
Zuur, A.F., Ieno, E., Walker, N.J., Saveliev, A.A., & Smithe, G.M. (2009). Mixed effect models and extensions in ecology with R. Springer. doi:10.1017/CBO9781107415324.004, arXiv:1011.1669v3. ISSN: 1098-6596.
Gosal, Geijzendorffer, Václavík, Poulin, Ziv (b0175) 2019; 38
Schaich, Bieling, Plieninger (b0440) 2010; 19
Lee, Lautenbach (b0280) 2016; 66
Lee, Seo, Koellner, Lautenbach (b0285) 2019; 96
Accessed in July 2021.
Norris, Asase, Collen, Gockowksi, Mason, Phalan, Wade (b0355) 2010; 143
Lautenbach, Jungandreas, Blanke, Lehsten, Mühlner, Kühn, Volk (b0275) 2017; 73
r package version 1.2.0.
Calcagni, Maia, Connolly, Langemeyer (b0065) 2019; 1–13
Qiu, Lindberg, Nielsen (b0390) 2013; 119
Knoke, Paul, Hildebrandt, Calvas, Castro, Härtl, Döllerer, Hamer, Windhorst, Wiersma, Curatola Fernández, Obermeier, Adams, Breuer, Mosandl, Beck, Weber, Stimm, Haber, Fürst, Bendix (b0265) 2016; 7
Zeileis, A. C., & Jackman, S. (2008). Regression models for count data in r. Journal of Statistical Software 27, 1–25.
Timmins, Murdock (b0510) 2007; 53
Tourismusverband Erzgebirge e.V. (2020).
Milcu, Hanspach, Abson, Fischer (b0335) 2013; 18
Meyer, P.E. (2014). infotheo: Information-Theoretic Measures. URL
Shannon (b0455) 1948; 27
Accessed in June 2021.
Hill, Courtney (b0220) 2006; 79
Fagerholm, Raymond, Olafsson, Brown, Rinne, Hasanzadeh, Broberg, Kyttä (b0125) 2021; 35
Bivand, Pebesma, Gómez-Rubio (b0045) 2013
Sagebiel, Glenk, Meyerhoff (b0430) 2017; 78
Stedman, Beckley, Wallace, Ambard (b0485) 2004; 36
Gotelli, Colwell (b0185) 2001; 4
Accessed in 28 Oct 2021.
Sharp, R., Tallis, H., Ricketts, T., Guerry, A., Wood, S., Chaplin-Kramer, R., Nelson, E., Ennaanay, D., Wolny, S., Olwero, N., Vigerstol, K., Pennington, D., Mendoza, G., Aukema, J., Foster, J., Forrest, J., Cameron, D., Arkema, K., Lonsdorf, E. adn Kennedy, C., Verutes, G., Kim, C., Guannel, G., Papenfus, M., Toft, J., Marsik, M., Bernhardt, J., Griffin, R., Glowinski, K., Chaumont, N., Perelman, A., Lacayo, M., Mandle, L., Hamel, P., Vogl, A., Rogers, L., & Bierbower, W. (2016). InVEST+ VERSION + User’s guide. Technical Report. The Natural Capital Project, Stanford University, University of Minnesota, The Nature Conservancy, and World Wildlife Fund.
Pons, Latapy (b0385) 2006; 10
Hwang, Roscoe (b0235) 2017; 28
Brown, Reed, Raymond (b0055) 2020; 116
Demšar, Harris, Brunsdon, Fotheringham, McLoone (b0105) 2013; 103
Cheng, Van Damme, Li, Uyttenhove (b0085) 2019; 37
Tenkanen, Di Minin, Heikinheimo, Hausmann, Herbst, Kajala, Toivonen (b0505) 2017; 7
Teles da Mota, Pickering (b0100) 2020; 30
Havinga, Marcos, Bogaart, Hein, Tuia (b0205) 2021; 11
Pebesma, E. (2018). Simple features for R: Standardized support for spatial vector data. The R Journal 10, 439–446. URL: https://doi.org/10.32614/RJ-2018-009, doi:10.32614/RJ-2018-009.
Mace, Norris, Fitter (b0315) 2012; 27
Brown (10.1016/j.ecoser.2022.101411_b0055) 2020; 116
Gosal (10.1016/j.ecoser.2022.101411_b0175) 2019; 38
10.1016/j.ecoser.2022.101411_b0460
10.1016/j.ecoser.2022.101411_b0580
Demšar (10.1016/j.ecoser.2022.101411_b0105) 2013; 103
Hill (10.1016/j.ecoser.2022.101411_b0220) 2006; 79
Fuller (10.1016/j.ecoser.2022.101411_b0130) 2007; 3
Timmins (10.1016/j.ecoser.2022.101411_b0510) 2007; 53
Gentle (10.1016/j.ecoser.2022.101411_b0155) 2009; Vol. 308
van Berkel (10.1016/j.ecoser.2022.101411_b0040) 2014; 37
Gundersen (10.1016/j.ecoser.2022.101411_b0195) 2008; 7
Holzwarth (10.1016/j.ecoser.2022.101411_b0225) 2020; 12
Scholte (10.1016/j.ecoser.2022.101411_b0445) 2015; 114
Pirie (10.1016/j.ecoser.2022.101411_b0380) 1976; 8
10.1016/j.ecoser.2022.101411_b0515
López-Hoffman (10.1016/j.ecoser.2022.101411_b0310) 2010; 8
Gobster (10.1016/j.ecoser.2022.101411_b0165) 2007; 22
10.1016/j.ecoser.2022.101411_b0475
Qiu (10.1016/j.ecoser.2022.101411_b0390) 2013; 119
Ghermandi (10.1016/j.ecoser.2022.101411_b0160) 2019; 55
Mandle (10.1016/j.ecoser.2022.101411_b0320) 2020; 4
Hernández-Morcilloa (10.1016/j.ecoser.2022.101411_b0215) 2013; 29
Ruths (10.1016/j.ecoser.2022.101411_b0415) 2014; 346
Sagebiel (10.1016/j.ecoser.2022.101411_b0430) 2017; 78
Gosal (10.1016/j.ecoser.2022.101411_b0180) 2021; 776
van Zanten (10.1016/j.ecoser.2022.101411_b0560) 2016; 113
Hwang (10.1016/j.ecoser.2022.101411_b0235) 2017; 28
Junge (10.1016/j.ecoser.2022.101411_b0255) 2015; 133
Battiti (10.1016/j.ecoser.2022.101411_b0025) 1994; 5
Tribot (10.1016/j.ecoser.2022.101411_b0520) 2018; 285
Wilkins (10.1016/j.ecoser.2022.101411_b0545) 2020; 67
Schulp (10.1016/j.ecoser.2022.101411_b0450) 2014; 36
Shannon (10.1016/j.ecoser.2022.101411_b0455) 1948; 27
Lee (10.1016/j.ecoser.2022.101411_b0280) 2016; 66
Gabriel (10.1016/j.ecoser.2022.101411_b0135) 1971; 58
Bennett (10.1016/j.ecoser.2022.101411_b0035) 2009; 12
10.1016/j.ecoser.2022.101411_b0565
Pickering (10.1016/j.ecoser.2022.101411_b0375) 2007; 85
10.1016/j.ecoser.2022.101411_b0200
Lee (10.1016/j.ecoser.2022.101411_b0285) 2019; 96
Mason (10.1016/j.ecoser.2022.101411_b0325) 2015; 24
Gee (10.1016/j.ecoser.2022.101411_b0145) 2010; 7
Wood (10.1016/j.ecoser.2022.101411_b0550) 2013; 3
Vallecillo (10.1016/j.ecoser.2022.101411_b0530) 2019; 392
Smith (10.1016/j.ecoser.2022.101411_b0470) 2011; 63
Albert (10.1016/j.ecoser.2022.101411_b0010) 2020; 196
Gosal (10.1016/j.ecoser.2022.101411_b0170) 2020; 117
Wenger (10.1016/j.ecoser.2022.101411_b0540) 2008; 89
10.1016/j.ecoser.2022.101411_b0330
10.1016/j.ecoser.2022.101411_b0295
10.1016/j.ecoser.2022.101411_b0570
Smith (10.1016/j.ecoser.2022.101411_b0465) 2001; 10
Steele (10.1016/j.ecoser.2022.101411_b0490) 2019; 34
10.1016/j.ecoser.2022.101411_b0050
Pons (10.1016/j.ecoser.2022.101411_b0385) 2006; 10
Gelman (10.1016/j.ecoser.2022.101411_b0150) 2006
Horn (10.1016/j.ecoser.2022.101411_b0230) 2018
Bruns (10.1016/j.ecoser.2022.101411_b0060) 2000; 47
Anderson (10.1016/j.ecoser.2022.101411_b0015) 2009; 46
10.1016/j.ecoser.2022.101411_b0575
Chen (10.1016/j.ecoser.2022.101411_b0080) 2019; 651
Cliff (10.1016/j.ecoser.2022.101411_b0095) 1988; 103
Southon (10.1016/j.ecoser.2022.101411_b0480) 2017; 158
Wäldchen (10.1016/j.ecoser.2022.101411_b0535) 2018; 9
10.1016/j.ecoser.2022.101411_b0305
Lenormand (10.1016/j.ecoser.2022.101411_b0290) 2018; 13
10.1016/j.ecoser.2022.101411_b0425
Knoke (10.1016/j.ecoser.2022.101411_b0265) 2016; 7
10.1016/j.ecoser.2022.101411_b0420
Ciesielski (10.1016/j.ecoser.2022.101411_b0090) 2021; 129
Dittrich (10.1016/j.ecoser.2022.101411_b0115) 2017; 75
Tenerelli (10.1016/j.ecoser.2022.101411_b0500) 2016; 64
Sakamoto (10.1016/j.ecoser.2022.101411_b0435) 1986
García-Nieto (10.1016/j.ecoser.2022.101411_b0140) 2013; 4
Oteros-Rozas (10.1016/j.ecoser.2022.101411_b0365) 2018; 94
Ballantyne (10.1016/j.ecoser.2022.101411_b0020) 2013; 22
Beckley (10.1016/j.ecoser.2022.101411_b0030) 2007; 20
10.1016/j.ecoser.2022.101411_b0270
Moreno-Llorca (10.1016/j.ecoser.2022.101411_b0340) 2020; 737
Hermes (10.1016/j.ecoser.2022.101411_b0210) 2018; 31
Castro (10.1016/j.ecoser.2022.101411_b0075) 2014; 132
Wood (10.1016/j.ecoser.2022.101411_b0555) 2020; 10
Carrus (10.1016/j.ecoser.2022.101411_b0070) 2015; 134
Egarter Vigl (10.1016/j.ecoser.2022.101411_b0120) 2021; 3
Jack (10.1016/j.ecoser.2022.101411_b0240) 2009; 23
Karner (10.1016/j.ecoser.2022.101411_b0260) 2019; 241
Mace (10.1016/j.ecoser.2022.101411_b0315) 2012; 27
Milcu (10.1016/j.ecoser.2022.101411_b0335) 2013; 18
Cheng (10.1016/j.ecoser.2022.101411_b0085) 2019; 37
Havinga (10.1016/j.ecoser.2022.101411_b0205) 2021; 11
Väisänen (10.1016/j.ecoser.2022.101411_b0525) 2021; 35
Lindemann-Matthies (10.1016/j.ecoser.2022.101411_b0300) 2010; 143
Graves (10.1016/j.ecoser.2022.101411_b0190) 2017; 114
10.1016/j.ecoser.2022.101411_b0400
10.1016/j.ecoser.2022.101411_b0245
Bivand (10.1016/j.ecoser.2022.101411_b0045) 2013
Tenkanen (10.1016/j.ecoser.2022.101411_b0505) 2017; 7
10.1016/j.ecoser.2022.101411_b0495
Teles da Mota (10.1016/j.ecoser.2022.101411_b0100) 2020; 30
10.1016/j.ecoser.2022.101411_b0370
10.1016/j.ecoser.2022.101411_b0250
Calcagni (10.1016/j.ecoser.2022.101411_b0065) 2019; 1–13
Fagerholm (10.1016/j.ecoser.2022.101411_b0125) 2021; 35
Adamowicz (10.1016/j.ecoser.2022.101411_b0005) 1997; 32
Dionisio (10.1016/j.ecoser.2022.101411_b0110) 2004; 344
R Core Team (10.1016/j.ecoser.2022.101411_b0395) 2020
Schaich (10.1016/j.ecoser.2022.101411_b0440) 2010; 19
Gotelli (10.1016/j.ecoser.2022.101411_b0185) 2001; 4
Norris (10.1016/j.ecoser.2022.101411_b0355) 2010; 143
Numata (10.1016/j.ecoser.2022.101411_b0360) 2008; 20
Stedman (10.1016/j.ecoser.2022.101411_b0485) 2004; 36
Mori (10.1016/j.ecoser.2022.101411_b0345) 2016; 54
Nahuelhual (10.1016/j.ecoser.2022.101411_b0350) 2013; 40
Lautenbach (10.1016/j.ecoser.2022.101411_b0275) 2017; 73
Ribe (10.1016/j.ecoser.2022.101411_b0405) 1989; 13
Rossi (10.1016/j.ecoser.2022.101411_b0410) 2019; 49
References_xml – volume: 30
  start-page: 100295
  year: 2020
  ident: b0100
  article-title: Using social media to assess nature- based tourism: Current research and future trends
  publication-title: Journal of Outdoor Recreation and Tourism
– volume: 241
  start-page: 488
  year: 2019
  end-page: 500
  ident: b0260
  article-title: Developing stakeholder-driven scenarios on land sharing and land sparing – insights from five European case studies
  publication-title: Journal of Environmental Management
– volume: 24
  start-page: 2685
  year: 2015
  end-page: 2707
  ident: b0325
  article-title: Recreational trampling negatively impacts vegetation structure of an Australian biodiversity hotspot
  publication-title: Biodiversity and Conservation
– reference: Sächsisches Staatsministerium. (2021). Energieund Klimaprogramm Sachsen 2021. Technical Report. Sächsisches Staatsministerium für Umwelt und Landwirtschaft (SMUL). URL:
– volume: 40
  start-page: 71
  year: 2013
  end-page: 82
  ident: b0350
  article-title: Mapping recreation and ecotourism as a cultural ecosystem service: An application at the local level in Southern Chile
  publication-title: Applied Geography
– reference: Sächsisches Staatsministerium. (2013). Waldstrategie 2050 für den Freistaat Sachsen. Technical Report. Sächsisches Staatsministerium für Umwelt und Landwirtschaft (SMUL). URL:
– volume: 54
  start-page: 12
  year: 2016
  end-page: 27
  ident: b0345
  article-title: Biodiversity and ecosystem services in forest ecosystems: A research agenda for applied forest ecology
  publication-title: Journal of Applied Ecology
– reference: Zentrale Artdatenbank (ZenA) Sachsen. (2017a).
– reference: . r package version 1.5.5.
– volume: 129
  start-page: 102509
  year: 2021
  ident: b0090
  article-title: Using flickr data and selected environmental characteristics to analyse the temporal and spatial distribution of activities in forest areas
  publication-title: Forest Policy and Economics
– volume: 9
  start-page: 2216
  year: 2018
  end-page: 2225
  ident: b0535
  article-title: Machine learning for image based species identification
  publication-title: Methods in Ecology and Evolution
– volume: 103
  start-page: 276
  year: 1988
  end-page: 279
  ident: b0095
  article-title: The eigenvalues-greater-than-one rule and the reliability of components
  publication-title: Psychological Bulletin
– volume: 1–13
  year: 2019
  ident: b0065
  article-title: Digital co-construction of relational values: Understanding the role of social media for sustainability
  publication-title: Sustainability Science
– reference: Korneck, D., Schnittler, M., & Vollmer, I. (1996). Rote Liste Gefährdeter Pflanzen Deutschlands. Bundesamt für Naturschutz, Bonn. chapter Rote Liste der Farnund Blütenpflanzen (Pteridophyta et Spermatophyta) Deutschlands. pp. 21–187.
– volume: 7
  start-page: 241
  year: 2008
  end-page: 258
  ident: b0195
  article-title: Public preferences for forest structures: A review of quantitative surveys from Finland, Norway and Sweden
  publication-title: Urban Forestry & Urban Greening
– reference: Meyer, P.E. (2014). infotheo: Information-Theoretic Measures. URL:
– reference: . Accessed in March 2019.
– year: 2013
  ident: b0045
  article-title: Applied spatial data analysis with R
– volume: 737
  start-page: 140067
  year: 2020
  ident: b0340
  article-title: Evaluating tourist profiles and nature-based experiences in biosphere reserves using flickr: Matches and mismatches between online social surveys and photo content analysis
  publication-title: Science of The Total Environment
– volume: 196
  start-page: 103741
  year: 2020
  ident: b0010
  article-title: Research note: Spatial planning in Europe and central Asia – Enhancing the consideration of biodiversity and ecosystem services
  publication-title: Landscape and Urban Planning
– reference: Jackman, S., 2020. pscl: Classes and methods for R developed in the political science computational laboratory. United States Studies Centre, University of Sydney. Sydney, New South Wales, Australia. URL:
– volume: 4
  start-page: 161
  year: 2020
  end-page: 169
  ident: b0320
  article-title: Increasing decision relevance of ecosystem service science
  publication-title: Nature Sustainability
– volume: 133
  start-page: 67
  year: 2015
  end-page: 77
  ident: b0255
  article-title: Aesthetic quality of agricultural landscape elements in different seasonal stages in Switzerland
  publication-title: Landscape and Urban Planning
– volume: 13
  start-page: e0206672
  year: 2018
  ident: b0290
  article-title: Multiscale socio-ecological networks in the age of information
  publication-title: PLoS ONE
– volume: 23
  start-page: 359
  year: 2009
  end-page: 367
  ident: b0240
  article-title: A revealed preference approach to estimating supply curves for ecosystem services: Use of auctions to set payments for soil erosion control in Indonesia
  publication-title: Conservation Biology
– volume: 37
  start-page: 100925
  year: 2019
  ident: b0085
  article-title: Evaluation of cultural ecosystem services: A review of methods
  publication-title: Ecosystem Services
– reference: . r package version 1.2.0.
– volume: 7
  start-page: 349
  year: 2010
  end-page: 358
  ident: b0145
  article-title: Cultural ecosystem services in the context of offshore wind farming: A case study from the west coast of Schleswig-Holstein
  publication-title: Ecological Complexity
– volume: 116
  start-page: 102156
  year: 2020
  ident: b0055
  article-title: Mapping place values: 10 lessons from two decades of public participation GIS empirical research
  publication-title: Applied Geography
– volume: 27
  start-page: 379
  year: 1948
  end-page: 423
  ident: b0455
  article-title: A mathematical theory of communication
  publication-title: The Bell System Technical Journal
– volume: 158
  start-page: 105
  year: 2017
  end-page: 118
  ident: b0480
  article-title: Biodiverse perennial meadows have aesthetic value and increase residents’ perceptions of site quality in urban green-space
  publication-title: Landscape and Urban Planning
– volume: 64
  start-page: 237
  year: 2016
  end-page: 248
  ident: b0500
  article-title: Crowdsourcing indicators for cultural ecosystem services: A geographically weighted approach for mountain landscapes
  publication-title: Ecological Indicators
– reference: Zentrale Artdatenbank (ZenA) Sachsen, 2017b.
– volume: 346
  start-page: 1063
  year: 2014
  end-page: 1064
  ident: b0415
  article-title: Social media for large studies of behavior
  publication-title: Science
– volume: 3
  start-page: 390
  year: 2007
  end-page: 394
  ident: b0130
  article-title: Psychological benefits of greenspace increase with biodiversity
  publication-title: Biology Letters
– volume: 4
  start-page: 379
  year: 2001
  end-page: 391
  ident: b0185
  article-title: Quantifying biodiversity: Procedures and pitfalls in the measurement and comparison of species richness
  publication-title: Ecology Letters
– reference: Locher-Krause, K., Lautenbach, S., & Volk, M. (2017). Spatio-temporal change of ecosystem services as a key to understand natural resource utilization in Southern Chile. Regional Environmental Change doi:10.1007/s10113-017-1180-y. Springer.
– volume: 776
  start-page: 145190
  year: 2021
  ident: b0180
  article-title: Do drivers of nature visitation vary spatially? The importance of context for understanding visitation of nature areas in Europe and North America
  publication-title: Science of The Total Environment
– volume: 10
  start-page: 191
  year: 2006
  end-page: 218
  ident: b0385
  article-title: Computing communities in large networks using random walks
  publication-title: Journal of Graph Algorithms and Applications
– volume: 651
  start-page: 2118
  year: 2019
  end-page: 2129
  ident: b0080
  article-title: Research challenges for cultural ecosystem services and public health in (peri-) urban environments
  publication-title: Science of the Total Environment
– volume: 285
  start-page: 20180971
  year: 2018
  ident: b0520
  article-title: Integrating the aesthetic value of landscapes and biological diversity
  publication-title: Proceedings of the Royal Society B: Biological Sciences
– volume: 58
  start-page: 453
  year: 1971
  end-page: 467
  ident: b0135
  article-title: The biplot graphic display of matrices with application to principal component analysis
  publication-title: Biometrika
– volume: 103
  start-page: 106
  year: 2013
  end-page: 128
  ident: b0105
  article-title: Principal component analysis on spatial data: An overview
  publication-title: Annals of the Association of American Geographers
– volume: 114
  start-page: 67
  year: 2015
  end-page: 78
  ident: b0445
  article-title: Integrating socio-cultural perspectives into ecosystem service valuation: A review of concepts and methods
  publication-title: Ecological Economics
– reference: , doi:10.1186/s40965-019-0061-3.
– volume: 12
  start-page: 1394
  year: 2009
  end-page: 1404
  ident: b0035
  article-title: Understanding relationships among multiple ecosystem services
  publication-title: Ecology Letters
– volume: 132
  start-page: 102
  year: 2014
  end-page: 110
  ident: b0075
  article-title: Ecosystem service trade-offs from supply to social demand: A landscape-scale spatial analysis
  publication-title: Landscape and Urban Planning
– volume: 75
  start-page: 101
  year: 2017
  end-page: 110
  ident: b0115
  article-title: Mapping and analysing historical indicators of ecosystem services in Germany
  publication-title: Ecological Indicators
– volume: 29
  start-page: 434
  year: 2013
  end-page: 444
  ident: b0215
  article-title: An empirical review of cultural ecosystem service indicators
  publication-title: Ecological Indicators
– volume: 47
  start-page: 143
  year: 2000
  end-page: 158
  ident: b0060
  article-title: Landscape dynamics in Germany
  publication-title: Landscape and Urban Planning
– volume: 35
  start-page: 1848
  year: 2021
  end-page: 1875
  ident: b0125
  article-title: A methodological framework for analysis of participatory mapping data in research, planning, and management
  publication-title: International Journal of Geographical Information Science
– reference: Sharp, R., Tallis, H., Ricketts, T., Guerry, A., Wood, S., Chaplin-Kramer, R., Nelson, E., Ennaanay, D., Wolny, S., Olwero, N., Vigerstol, K., Pennington, D., Mendoza, G., Aukema, J., Foster, J., Forrest, J., Cameron, D., Arkema, K., Lonsdorf, E. adn Kennedy, C., Verutes, G., Kim, C., Guannel, G., Papenfus, M., Toft, J., Marsik, M., Bernhardt, J., Griffin, R., Glowinski, K., Chaumont, N., Perelman, A., Lacayo, M., Mandle, L., Hamel, P., Vogl, A., Rogers, L., & Bierbower, W. (2016). InVEST+ VERSION + User’s guide. Technical Report. The Natural Capital Project, Stanford University, University of Minnesota, The Nature Conservancy, and World Wildlife Fund.
– reference: Sonter, L.J., B.Watson, K., A.Wood, S., & Ricketts, T.H. (2016). Spatial and temporal dynamics and value of nature-based recreation, estimated via social media. PLoS ONE 11, e0162372. doi:10.1371/journal.pone.0162372.
– reference: LfULG, 2017.
– volume: 38
  start-page: 100958
  year: 2019
  ident: b0175
  article-title: Using social media, machine learning and natural language processing to map multiple recreational beneficiaries
  publication-title: Ecosystem Services
– volume: 49
  start-page: 1146
  year: 2019
  end-page: 1160
  ident: b0410
  article-title: Using social media images to assess ecosystem services in a remote protected area in the Argentinean Andes
  publication-title: Ambio
– volume: 37
  start-page: 163
  year: 2014
  end-page: 174
  ident: b0040
  article-title: Spatial quantification and valuation of cultural ecosystem services in an agricultural landscape
  publication-title: Ecological Indicators
– volume: 34
  start-page: 1247
  year: 2019
  end-page: 1261
  ident: b0490
  article-title: Heterogeneity in the land cover composition and configuration of us cities: Implications for ecosystem services
  publication-title: Landscape Ecology
– volume: 73
  start-page: 139
  year: 2017
  end-page: 155
  ident: b0275
  article-title: Trade-offs between plant species richness and carbon storage in the context of afforestation - Examples from afforestation scenarios in the Mulde Basin, Germany
  publication-title: Ecological Indicators
– volume: 35
  start-page: 424
  year: 2021
  end-page: 436
  ident: b0525
  article-title: Exploring human–nature interactions in national parks with social media photographs and computer vision
  publication-title: Conservation Biology
– volume: 32
  start-page: 65
  year: 1997
  end-page: 84
  ident: b0005
  article-title: Perceptions versus objective measures of environmental quality in combined revealed and stated preference models of environmental valuation
  publication-title: Journal of Environmental Economics and Management
– volume: 36
  start-page: 580
  year: 2004
  end-page: 606
  ident: b0485
  article-title: A picture and 1000 words: Using resident-employed photography to understand attachment to high amenity places
  publication-title: Journal of Leisure Research
– reference: . Accessed in July 2021.
– volume: 143
  start-page: 195
  year: 2010
  end-page: 202
  ident: b0300
  article-title: The influence of plant diversity on people’s perception and aesthetic appreciation of grassland vegetation
  publication-title: Biological Conservation
– volume: 36
  start-page: 131
  year: 2014
  end-page: 141
  ident: b0450
  article-title: Quantifying and mapping ecosystem services: Demand and supply of pollination in the European Union
  publication-title: Ecological Indicators
– volume: 4
  start-page: 126
  year: 2013
  end-page: 138
  ident: b0140
  article-title: Mapping forest ecosystem services: From providing units to beneficiaries
  publication-title: Ecosystem Services
– reference: Pebesma, E. (2018). Simple features for R: Standardized support for spatial vector data. The R Journal 10, 439–446. URL: https://doi.org/10.32614/RJ-2018-009, doi:10.32614/RJ-2018-009.
– reference: . Accessed in 28 Oct 2021.
– volume: 94
  start-page: 74
  year: 2018
  end-page: 86
  ident: b0365
  article-title: Using social media photos to explore the relation between cultural ecosystem services and landscape features across five European sites
  publication-title: Ecological Indicators
– year: 2020
  ident: b0395
  article-title: R: A language and environment for statistical computing
– volume: 20
  start-page: 913
  year: 2007
  end-page: 929
  ident: b0030
  article-title: Snapshots of what matters most: Using resident-employed photography to articulate attachment to place
  publication-title: Society & Natural Resources
– volume: 46
  start-page: 888
  year: 2009
  end-page: 896
  ident: b0015
  article-title: Spatial covariance between biodiversity and other ecosystem service priorities
  publication-title: Journal of Applied Ecology
– volume: 114
  start-page: 3774
  year: 2017
  end-page: 3779
  ident: b0190
  article-title: Species richness alone does not predict cultural ecosystem service value
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
– volume: 63
  start-page: 87
  year: 2011
  end-page: 106
  ident: b0470
  article-title: A model of the coupled dynamics of climate, vegetation and terrestrial ecosystem biogeochemistry for regional applications
  publication-title: Tellus, Series A: Dynamic Meteorology and Oceanography
– volume: 67
  start-page: 120
  year: 2020
  end-page: 132
  ident: b0545
  article-title: Uses and limitations of social media to inform visitor use management in parks and protected areas: A systematic review
  publication-title: Environmental Management
– volume: 27
  start-page: 19
  year: 2012
  end-page: 26
  ident: b0315
  article-title: Biodiversity and ecosystem services: A multilayered relationship
  publication-title: Trends in Ecology & Evolution
– volume: Vol. 308
  year: 2009
  ident: b0155
  publication-title: Computational statistics
– reference: Raifer, M., Troilo, R., Kowatsch, F., Auer, M., Loos, L., Marx, S., Przybill, K., Fendrich, S., Mocnik, F.B. & Zipf, A. (2019). OSHDB: A framework for spatio-temporal analysis of OpenStreetMap history data. Open Geospatial Data, Software and Standards 4, 3. URL:
– reference: Zeileis, A. C., & Jackman, S. (2008). Regression models for count data in r. Journal of Statistical Software 27, 1–25.
– volume: 53
  start-page: 230
  year: 2007
  end-page: 249
  ident: b0510
  article-title: A revealed preference approach to the measurement of congestion in travel cost models
  publication-title: Journal of Environmental Economics and Management
– volume: 31
  start-page: 296
  year: 2018
  end-page: 307
  ident: b0210
  article-title: Assessing the aesthetic quality of landscapes in Germany
  publication-title: Ecosystem Services
– volume: 13
  start-page: 55
  year: 1989
  end-page: 74
  ident: b0405
  article-title: The aesthetics of forestry: What has empirical preference research taught us?
  publication-title: Environmental Management
– volume: 55
  start-page: 36
  year: 2019
  end-page: 47
  ident: b0160
  article-title: Passive crowdsourcing of social media in environmental research: A systematic map
  publication-title: Global environmental change
– volume: 7
  start-page: 1
  year: 2016
  end-page: 12
  ident: b0265
  article-title: Compositional diversity of rehabilitated tropical lands supports multiple ecosystem services and buffers uncertainties
  publication-title: Nature Communications
– reference: Haines-Young, R., & Potschin, M., (2018). Common International Classification of Ecosystem Services (CICES) V5.1 and guidance on the application of the revised structure. Technical Report. URL:
– volume: 22
  start-page: 3027
  year: 2013
  end-page: 3044
  ident: b0020
  article-title: Tourism and recreation: A common threat to IUCN red-listed vascular plants in Europe
  publication-title: Biodiversity and Conservation
– volume: 392
  start-page: 196
  year: 2019
  end-page: 211
  ident: b0530
  article-title: Ecosystem services accounts: Valuing the actual flow of nature-based recreation from ecosystems to people
  publication-title: Ecological Modelling
– volume: 12
  start-page: 3570
  year: 2020
  ident: b0225
  article-title: Earth observation based monitoring of forests in Germany: A review
  publication-title: Remote Sensing
– volume: 113
  start-page: 12974
  year: 2016
  end-page: 12979
  ident: b0560
  article-title: Continental-scale quantification of landscape values using social media data
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
– volume: 10
  start-page: 1
  year: 2020
  end-page: 12
  ident: b0555
  article-title: Next-generation visitation models using social media to estimate recreation on public lands
  publication-title: Scientific Reports
– volume: 11
  start-page: 1
  year: 2021
  end-page: 11
  ident: b0205
  article-title: Social media and deep learning capture the aesthetic quality of the landscape
  publication-title: Scientific Reports
– reference: Swaffield, S. R., McWilliam, W. J., et al. (2013). Landscape aesthetic experience and ecosystem services. In Dymond, J.R. (Ed.), Ecosystem services in New Zealand–conditions and trends. Mannaki Whenua Press Lincoln, Lincoln, New Zealand. chapter 2.6, pp. 349–362.
– volume: 10
  start-page: 621
  year: 2001
  end-page: 637
  ident: b0465
  article-title: Representation of vegetation dynamics in the modelling of terrestrial ecosystems: Comparing two contrasting approaches within European climate space
  publication-title: Global Ecology and Biogeography
– volume: 89
  start-page: 2953
  year: 2008
  end-page: 2959
  ident: b0540
  article-title: Estimating species occurrence, abundance, and detection probability using zero-inflated distributions
  publication-title: Ecology
– volume: 5
  start-page: 537
  year: 1994
  end-page: 550
  ident: b0025
  article-title: Using mutual information for selecting features in supervised neural net learning
  publication-title: IEEE Transactions on Neural Networks
– volume: 3
  year: 2013
  ident: b0550
  article-title: Using social media to quantify nature-based tourism and recreation
  publication-title: Scientific Reports
– volume: 96
  start-page: 505
  year: 2019
  end-page: 515
  ident: b0285
  article-title: Mapping cultural ecosystem services 2.0 – potential and shortcomings from unlabeled crowd sourced images
  publication-title: Ecological Indicators
– volume: 19
  start-page: 269
  year: 2010
  end-page: 277
  ident: b0440
  article-title: Linking ecosystem services with cultural landscape research
  publication-title: Gaia-Ecological Perspectives for Science and Society
– volume: 143
  start-page: 2341
  year: 2010
  end-page: 2350
  ident: b0355
  article-title: Biodiversity in a forest-agriculture mosaic–the changing face of west African rainforests
  publication-title: Biological conservation
– reference: Zuur, A.F., Ieno, E., Walker, N.J., Saveliev, A.A., & Smithe, G.M. (2009). Mixed effect models and extensions in ecology with R. Springer. doi:10.1017/CBO9781107415324.004, arXiv:1011.1669v3. ISSN: 1098-6596.
– year: 2006
  ident: b0150
  article-title: Data analysis using regression and multi-level/hierarchical models
– reference: BMELV, 2011. Forest strategy 2020. Sustainable Forest Management – An Opportunity and a Challenge for Society. Technical Report. Federal Ministry of Food, Agriculture and Consumer Protection. URL:
– volume: 134
  start-page: 221
  year: 2015
  end-page: 228
  ident: b0070
  article-title: Go greener, feel better? The positive effects of biodiversity on the well-being of individuals visiting urban and peri-urban green areas
  publication-title: Landscape and Urban Planning
– volume: 85
  start-page: 791
  year: 2007
  end-page: 800
  ident: b0375
  article-title: Impacts of recreation and tourism on plant biodiversity and vegetation in protected areas in Australia
  publication-title: Journal of Environmental Management
– volume: 3
  start-page: 673
  year: 2021
  end-page: 685
  ident: b0120
  article-title: Harnessing artificial intelligence technology and social media data to support Cultural Ecosystem Service assessments
  publication-title: People and Nature
– volume: 66
  start-page: 340
  year: 2016
  end-page: 351
  ident: b0280
  article-title: A quantitative review of relationships between ecosystem services
  publication-title: Ecological Indicators
– reference: . Accessed in June 2021.
– year: 1986
  ident: b0435
  article-title: Akaike information criterion statistics
– volume: 344
  start-page: 326
  year: 2004
  end-page: 329
  ident: b0110
  article-title: Mutual information: A measure of dependency for nonlinear time series
  publication-title: Physica A: Statistical Mechanics and its Applications
– volume: 7
  start-page: 1
  year: 2017
  end-page: 11
  ident: b0505
  article-title: Instagram, flickr, or twitter: Assessing the usability of social media data for visitor monitoring in protected areas
  publication-title: Scientific Reports
– volume: 117
  start-page: 106638
  year: 2020
  ident: b0170
  article-title: Landscape aesthetics: Spatial modelling and mapping using social media images and machine learning
  publication-title: Ecological Indicators
– start-page: 8769
  year: 2018
  end-page: 8778
  ident: b0230
  article-title: The iNaturalist species classification and detection dataset
  publication-title: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
– reference: .
– reference: Tourismusverband Erzgebirge e.V. (2020).
– volume: 22
  start-page: 959
  year: 2007
  end-page: 972
  ident: b0165
  article-title: The shared landscape: What does aesthetics have to do with ecology?
  publication-title: Landscape ecology
– reference: Jolliffe, I.T., & Cadima, J., (2016). Principal component analysis: A review and 36 recent developments. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 374, 20150202.
– volume: 28
  start-page: 12
  year: 2017
  end-page: 20
  ident: b0235
  article-title: Preference for site conservation in relation to on-site biodiversity and perceived site attributes: An on-site survey of unmanaged urban greenery in a tropical city
  publication-title: Urban Forestry & Urban Greening
– volume: 119
  start-page: 136
  year: 2013
  end-page: 146
  ident: b0390
  article-title: Is biodiversity attractive?—on- site perception of recreational and biodiversity values in urban green space
  publication-title: Landscape and Urban Planning
– volume: 8
  start-page: 84
  year: 2010
  end-page: 91
  ident: b0310
  article-title: Ecosystem services across borders: A framework for transboundary conservation policy
  publication-title: Frontiers in Ecology and the Environment
– volume: 8
  start-page: 947
  year: 1976
  end-page: 955
  ident: b0380
  article-title: Thoughts on revealed preference and spatial behaviour
  publication-title: Environment and Planning A
– volume: 78
  start-page: 190
  year: 2017
  end-page: 199
  ident: b0430
  article-title: Spatially explicit demand for afforestation
  publication-title: Forest Policy and Economics
– volume: 79
  start-page: 185
  year: 2006
  end-page: 200
  ident: b0220
  article-title: Demand analysis projections for recreational visits to countryside woodlands in Great Britain
  publication-title: Forestry
– volume: 20
  start-page: 112
  year: 2008
  end-page: 122
  ident: b0360
  article-title: Measuring correlations in metabolomic networks with mutual information
  publication-title: Genome Informatics
– volume: 18
  start-page: 44
  year: 2013
  ident: b0335
  article-title: Cultural ecosystem services: A literature review and prospects for future research
  publication-title: Ecology and Society
– volume: 47
  start-page: 143
  issue: 3-4
  year: 2000
  ident: 10.1016/j.ecoser.2022.101411_b0060
  article-title: Landscape dynamics in Germany
  publication-title: Landscape and Urban Planning
  doi: 10.1016/S0169-2046(99)00083-3
– volume: 4
  start-page: 379
  year: 2001
  ident: 10.1016/j.ecoser.2022.101411_b0185
  article-title: Quantifying biodiversity: Procedures and pitfalls in the measurement and comparison of species richness
  publication-title: Ecology Letters
  doi: 10.1046/j.1461-0248.2001.00230.x
– volume: 344
  start-page: 326
  issue: 1-2
  year: 2004
  ident: 10.1016/j.ecoser.2022.101411_b0110
  article-title: Mutual information: A measure of dependency for nonlinear time series
  publication-title: Physica A: Statistical Mechanics and its Applications
  doi: 10.1016/j.physa.2004.06.144
– volume: 31
  start-page: 296
  year: 2018
  ident: 10.1016/j.ecoser.2022.101411_b0210
  article-title: Assessing the aesthetic quality of landscapes in Germany
  publication-title: Ecosystem Services
  doi: 10.1016/j.ecoser.2018.02.015
– volume: 20
  start-page: 913
  issue: 10
  year: 2007
  ident: 10.1016/j.ecoser.2022.101411_b0030
  article-title: Snapshots of what matters most: Using resident-employed photography to articulate attachment to place
  publication-title: Society & Natural Resources
  doi: 10.1080/08941920701537007
– volume: 737
  start-page: 140067
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0340
  article-title: Evaluating tourist profiles and nature-based experiences in biosphere reserves using flickr: Matches and mismatches between online social surveys and photo content analysis
  publication-title: Science of The Total Environment
  doi: 10.1016/j.scitotenv.2020.140067
– volume: 27
  start-page: 379
  year: 1948
  ident: 10.1016/j.ecoser.2022.101411_b0455
  article-title: A mathematical theory of communication
  publication-title: The Bell System Technical Journal
  doi: 10.1002/j.1538-7305.1948.tb01338.x
– volume: 58
  start-page: 453
  issue: 3
  year: 1971
  ident: 10.1016/j.ecoser.2022.101411_b0135
  article-title: The biplot graphic display of matrices with application to principal component analysis
  publication-title: Biometrika
  doi: 10.1093/biomet/58.3.453
– year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0045
– ident: 10.1016/j.ecoser.2022.101411_b0370
  doi: 10.32614/RJ-2018-009
– ident: 10.1016/j.ecoser.2022.101411_b0580
  doi: 10.1017/CBO9781107415324.004
– volume: 55
  start-page: 36
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0160
  article-title: Passive crowdsourcing of social media in environmental research: A systematic map
  publication-title: Global environmental change
  doi: 10.1016/j.gloenvcha.2019.02.003
– start-page: 8769
  year: 2018
  ident: 10.1016/j.ecoser.2022.101411_b0230
  article-title: The iNaturalist species classification and detection dataset
  publication-title: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
– ident: 10.1016/j.ecoser.2022.101411_b0200
– volume: 36
  start-page: 580
  issue: 4
  year: 2004
  ident: 10.1016/j.ecoser.2022.101411_b0485
  article-title: A picture and 1000 words: Using resident-employed photography to understand attachment to high amenity places
  publication-title: Journal of Leisure Research
  doi: 10.1080/00222216.2004.11950037
– volume: 241
  start-page: 488
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0260
  article-title: Developing stakeholder-driven scenarios on land sharing and land sparing – insights from five European case studies
  publication-title: Journal of Environmental Management
  doi: 10.1016/j.jenvman.2019.03.050
– volume: 36
  start-page: 131
  year: 2014
  ident: 10.1016/j.ecoser.2022.101411_b0450
  article-title: Quantifying and mapping ecosystem services: Demand and supply of pollination in the European Union
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2013.07.014
– volume: 37
  start-page: 163
  year: 2014
  ident: 10.1016/j.ecoser.2022.101411_b0040
  article-title: Spatial quantification and valuation of cultural ecosystem services in an agricultural landscape
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2012.06.025
– volume: Vol. 308
  year: 2009
  ident: 10.1016/j.ecoser.2022.101411_b0155
– volume: 53
  start-page: 230
  issue: 2
  year: 2007
  ident: 10.1016/j.ecoser.2022.101411_b0510
  article-title: A revealed preference approach to the measurement of congestion in travel cost models
  publication-title: Journal of Environmental Economics and Management
  doi: 10.1016/j.jeem.2006.08.002
– volume: 1–13
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0065
  article-title: Digital co-construction of relational values: Understanding the role of social media for sustainability
  publication-title: Sustainability Science
– volume: 10
  start-page: 621
  year: 2001
  ident: 10.1016/j.ecoser.2022.101411_b0465
  article-title: Representation of vegetation dynamics in the modelling of terrestrial ecosystems: Comparing two contrasting approaches within European climate space
  publication-title: Global Ecology and Biogeography
  doi: 10.1046/j.1466-822X.2001.t01-1-00256.x
– ident: 10.1016/j.ecoser.2022.101411_b0475
  doi: 10.1371/journal.pone.0162372
– volume: 3
  issue: 1
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0550
  article-title: Using social media to quantify nature-based tourism and recreation
  publication-title: Scientific Reports
  doi: 10.1038/srep02976
– volume: 54
  start-page: 12
  issue: 1
  year: 2016
  ident: 10.1016/j.ecoser.2022.101411_b0345
  article-title: Biodiversity and ecosystem services in forest ecosystems: A research agenda for applied forest ecology
  publication-title: Journal of Applied Ecology
  doi: 10.1111/1365-2664.12669
– volume: 78
  start-page: 190
  year: 2017
  ident: 10.1016/j.ecoser.2022.101411_b0430
  article-title: Spatially explicit demand for afforestation
  publication-title: Forest Policy and Economics
  doi: 10.1016/j.forpol.2017.01.021
– volume: 40
  start-page: 71
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0350
  article-title: Mapping recreation and ecotourism as a cultural ecosystem service: An application at the local level in Southern Chile
  publication-title: Applied Geography
  doi: 10.1016/j.apgeog.2012.12.004
– ident: 10.1016/j.ecoser.2022.101411_b0250
  doi: 10.1098/rsta.2015.0202
– volume: 158
  start-page: 105
  year: 2017
  ident: 10.1016/j.ecoser.2022.101411_b0480
  article-title: Biodiverse perennial meadows have aesthetic value and increase residents’ perceptions of site quality in urban green-space
  publication-title: Landscape and Urban Planning
  doi: 10.1016/j.landurbplan.2016.08.003
– volume: 143
  start-page: 195
  issue: 1
  year: 2010
  ident: 10.1016/j.ecoser.2022.101411_b0300
  article-title: The influence of plant diversity on people’s perception and aesthetic appreciation of grassland vegetation
  publication-title: Biological Conservation
  doi: 10.1016/j.biocon.2009.10.003
– volume: 20
  start-page: 112
  year: 2008
  ident: 10.1016/j.ecoser.2022.101411_b0360
  article-title: Measuring correlations in metabolomic networks with mutual information
  publication-title: Genome Informatics
– volume: 114
  start-page: 3774
  year: 2017
  ident: 10.1016/j.ecoser.2022.101411_b0190
  article-title: Species richness alone does not predict cultural ecosystem service value
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
  doi: 10.1073/pnas.1701370114
– ident: 10.1016/j.ecoser.2022.101411_b0495
– volume: 12
  start-page: 1394
  year: 2009
  ident: 10.1016/j.ecoser.2022.101411_b0035
  article-title: Understanding relationships among multiple ecosystem services
  publication-title: Ecology Letters
  doi: 10.1111/j.1461-0248.2009.01387.x
– volume: 23
  start-page: 359
  issue: 2
  year: 2009
  ident: 10.1016/j.ecoser.2022.101411_b0240
  article-title: A revealed preference approach to estimating supply curves for ecosystem services: Use of auctions to set payments for soil erosion control in Indonesia
  publication-title: Conservation Biology
  doi: 10.1111/j.1523-1739.2008.01086.x
– volume: 37
  start-page: 100925
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0085
  article-title: Evaluation of cultural ecosystem services: A review of methods
  publication-title: Ecosystem Services
  doi: 10.1016/j.ecoser.2019.100925
– volume: 28
  start-page: 12
  year: 2017
  ident: 10.1016/j.ecoser.2022.101411_b0235
  article-title: Preference for site conservation in relation to on-site biodiversity and perceived site attributes: An on-site survey of unmanaged urban greenery in a tropical city
  publication-title: Urban Forestry & Urban Greening
  doi: 10.1016/j.ufug.2017.09.011
– volume: 32
  start-page: 65
  issue: 1
  year: 1997
  ident: 10.1016/j.ecoser.2022.101411_b0005
  article-title: Perceptions versus objective measures of environmental quality in combined revealed and stated preference models of environmental valuation
  publication-title: Journal of Environmental Economics and Management
  doi: 10.1006/jeem.1996.0957
– year: 2006
  ident: 10.1016/j.ecoser.2022.101411_b0150
– volume: 75
  start-page: 101
  year: 2017
  ident: 10.1016/j.ecoser.2022.101411_b0115
  article-title: Mapping and analysing historical indicators of ecosystem services in Germany
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2016.12.010
– volume: 143
  start-page: 2341
  issue: 10
  year: 2010
  ident: 10.1016/j.ecoser.2022.101411_b0355
  article-title: Biodiversity in a forest-agriculture mosaic–the changing face of west African rainforests
  publication-title: Biological conservation
  doi: 10.1016/j.biocon.2009.12.032
– volume: 4
  start-page: 161
  issue: 2
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0320
  article-title: Increasing decision relevance of ecosystem service science
  publication-title: Nature Sustainability
  doi: 10.1038/s41893-020-00625-y
– volume: 85
  start-page: 791
  issue: 4
  year: 2007
  ident: 10.1016/j.ecoser.2022.101411_b0375
  article-title: Impacts of recreation and tourism on plant biodiversity and vegetation in protected areas in Australia
  publication-title: Journal of Environmental Management
  doi: 10.1016/j.jenvman.2006.11.021
– volume: 24
  start-page: 2685
  issue: 11
  year: 2015
  ident: 10.1016/j.ecoser.2022.101411_b0325
  article-title: Recreational trampling negatively impacts vegetation structure of an Australian biodiversity hotspot
  publication-title: Biodiversity and Conservation
  doi: 10.1007/s10531-015-0957-x
– volume: 73
  start-page: 139
  year: 2017
  ident: 10.1016/j.ecoser.2022.101411_b0275
  article-title: Trade-offs between plant species richness and carbon storage in the context of afforestation - Examples from afforestation scenarios in the Mulde Basin, Germany
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2016.09.035
– volume: 7
  start-page: 1
  year: 2017
  ident: 10.1016/j.ecoser.2022.101411_b0505
  article-title: Instagram, flickr, or twitter: Assessing the usability of social media data for visitor monitoring in protected areas
  publication-title: Scientific Reports
  doi: 10.1038/s41598-017-18007-4
– ident: 10.1016/j.ecoser.2022.101411_b0515
– volume: 196
  start-page: 103741
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0010
  article-title: Research note: Spatial planning in Europe and central Asia – Enhancing the consideration of biodiversity and ecosystem services
  publication-title: Landscape and Urban Planning
  doi: 10.1016/j.landurbplan.2019.103741
– volume: 129
  start-page: 102509
  year: 2021
  ident: 10.1016/j.ecoser.2022.101411_b0090
  article-title: Using flickr data and selected environmental characteristics to analyse the temporal and spatial distribution of activities in forest areas
  publication-title: Forest Policy and Economics
  doi: 10.1016/j.forpol.2021.102509
– volume: 113
  start-page: 12974
  year: 2016
  ident: 10.1016/j.ecoser.2022.101411_b0560
  article-title: Continental-scale quantification of landscape values using social media data
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
  doi: 10.1073/pnas.1614158113
– volume: 12
  start-page: 3570
  issue: 21
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0225
  article-title: Earth observation based monitoring of forests in Germany: A review
  publication-title: Remote Sensing
  doi: 10.3390/rs12213570
– volume: 7
  start-page: 1
  year: 2016
  ident: 10.1016/j.ecoser.2022.101411_b0265
  article-title: Compositional diversity of rehabilitated tropical lands supports multiple ecosystem services and buffers uncertainties
  publication-title: Nature Communications
  doi: 10.1038/ncomms11877
– volume: 64
  start-page: 237
  year: 2016
  ident: 10.1016/j.ecoser.2022.101411_b0500
  article-title: Crowdsourcing indicators for cultural ecosystem services: A geographically weighted approach for mountain landscapes
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2015.12.042
– year: 1986
  ident: 10.1016/j.ecoser.2022.101411_b0435
– volume: 19
  start-page: 269
  issue: 4
  year: 2010
  ident: 10.1016/j.ecoser.2022.101411_b0440
  article-title: Linking ecosystem services with cultural landscape research
  publication-title: Gaia-Ecological Perspectives for Science and Society
  doi: 10.14512/gaia.19.4.9
– volume: 67
  start-page: 120
  issue: 1
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0545
  article-title: Uses and limitations of social media to inform visitor use management in parks and protected areas: A systematic review
  publication-title: Environmental Management
  doi: 10.1007/s00267-020-01373-7
– volume: 133
  start-page: 67
  year: 2015
  ident: 10.1016/j.ecoser.2022.101411_b0255
  article-title: Aesthetic quality of agricultural landscape elements in different seasonal stages in Switzerland
  publication-title: Landscape and Urban Planning
  doi: 10.1016/j.landurbplan.2014.09.010
– volume: 94
  start-page: 74
  year: 2018
  ident: 10.1016/j.ecoser.2022.101411_b0365
  article-title: Using social media photos to explore the relation between cultural ecosystem services and landscape features across five European sites
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2017.02.009
– volume: 13
  start-page: 55
  issue: 1
  year: 1989
  ident: 10.1016/j.ecoser.2022.101411_b0405
  article-title: The aesthetics of forestry: What has empirical preference research taught us?
  publication-title: Environmental Management
  doi: 10.1007/BF01867587
– volume: 22
  start-page: 3027
  issue: 13-14
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0020
  article-title: Tourism and recreation: A common threat to IUCN red-listed vascular plants in Europe
  publication-title: Biodiversity and Conservation
  doi: 10.1007/s10531-013-0569-2
– volume: 96
  start-page: 505
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0285
  article-title: Mapping cultural ecosystem services 2.0 – potential and shortcomings from unlabeled crowd sourced images
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2018.08.035
– volume: 10
  start-page: 1
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0555
  article-title: Next-generation visitation models using social media to estimate recreation on public lands
  publication-title: Scientific Reports
  doi: 10.1038/s41598-020-70829-x
– volume: 776
  start-page: 145190
  year: 2021
  ident: 10.1016/j.ecoser.2022.101411_b0180
  article-title: Do drivers of nature visitation vary spatially? The importance of context for understanding visitation of nature areas in Europe and North America
  publication-title: Science of The Total Environment
  doi: 10.1016/j.scitotenv.2021.145190
– volume: 346
  start-page: 1063
  issue: 6213
  year: 2014
  ident: 10.1016/j.ecoser.2022.101411_b0415
  article-title: Social media for large studies of behavior
  publication-title: Science
  doi: 10.1126/science.346.6213.1063
– ident: 10.1016/j.ecoser.2022.101411_b0460
– volume: 3
  start-page: 673
  issue: 3
  year: 2021
  ident: 10.1016/j.ecoser.2022.101411_b0120
  article-title: Harnessing artificial intelligence technology and social media data to support Cultural Ecosystem Service assessments
  publication-title: People and Nature
  doi: 10.1002/pan3.10199
– volume: 3
  start-page: 390
  issue: 4
  year: 2007
  ident: 10.1016/j.ecoser.2022.101411_b0130
  article-title: Psychological benefits of greenspace increase with biodiversity
  publication-title: Biology Letters
  doi: 10.1098/rsbl.2007.0149
– volume: 7
  start-page: 349
  year: 2010
  ident: 10.1016/j.ecoser.2022.101411_b0145
  article-title: Cultural ecosystem services in the context of offshore wind farming: A case study from the west coast of Schleswig-Holstein
  publication-title: Ecological Complexity
  doi: 10.1016/j.ecocom.2010.02.008
– volume: 11
  start-page: 1
  year: 2021
  ident: 10.1016/j.ecoser.2022.101411_b0205
  article-title: Social media and deep learning capture the aesthetic quality of the landscape
  publication-title: Scientific Reports
  doi: 10.1038/s41598-021-99282-0
– volume: 13
  start-page: e0206672
  issue: 11
  year: 2018
  ident: 10.1016/j.ecoser.2022.101411_b0290
  article-title: Multiscale socio-ecological networks in the age of information
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0206672
– volume: 27
  start-page: 19
  issue: 1
  year: 2012
  ident: 10.1016/j.ecoser.2022.101411_b0315
  article-title: Biodiversity and ecosystem services: A multilayered relationship
  publication-title: Trends in Ecology & Evolution
  doi: 10.1016/j.tree.2011.08.006
– volume: 103
  start-page: 276
  issue: 2
  year: 1988
  ident: 10.1016/j.ecoser.2022.101411_b0095
  article-title: The eigenvalues-greater-than-one rule and the reliability of components
  publication-title: Psychological Bulletin
  doi: 10.1037/0033-2909.103.2.276
– ident: 10.1016/j.ecoser.2022.101411_b0425
– volume: 49
  start-page: 1146
  issue: 6
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0410
  article-title: Using social media images to assess ecosystem services in a remote protected area in the Argentinean Andes
  publication-title: Ambio
  doi: 10.1007/s13280-019-01268-w
– volume: 114
  start-page: 67
  year: 2015
  ident: 10.1016/j.ecoser.2022.101411_b0445
  article-title: Integrating socio-cultural perspectives into ecosystem service valuation: A review of concepts and methods
  publication-title: Ecological Economics
  doi: 10.1016/j.ecolecon.2015.03.007
– volume: 8
  start-page: 84
  issue: 2
  year: 2010
  ident: 10.1016/j.ecoser.2022.101411_b0310
  article-title: Ecosystem services across borders: A framework for transboundary conservation policy
  publication-title: Frontiers in Ecology and the Environment
  doi: 10.1890/070216
– volume: 7
  start-page: 241
  issue: 4
  year: 2008
  ident: 10.1016/j.ecoser.2022.101411_b0195
  article-title: Public preferences for forest structures: A review of quantitative surveys from Finland, Norway and Sweden
  publication-title: Urban Forestry & Urban Greening
  doi: 10.1016/j.ufug.2008.05.001
– ident: 10.1016/j.ecoser.2022.101411_b0245
– volume: 134
  start-page: 221
  year: 2015
  ident: 10.1016/j.ecoser.2022.101411_b0070
  article-title: Go greener, feel better? The positive effects of biodiversity on the well-being of individuals visiting urban and peri-urban green areas
  publication-title: Landscape and Urban Planning
  doi: 10.1016/j.landurbplan.2014.10.022
– volume: 651
  start-page: 2118
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0080
  article-title: Research challenges for cultural ecosystem services and public health in (peri-) urban environments
  publication-title: Science of the Total Environment
  doi: 10.1016/j.scitotenv.2018.09.030
– ident: 10.1016/j.ecoser.2022.101411_b0565
  doi: 10.18637/jss.v027.i08
– volume: 89
  start-page: 2953
  year: 2008
  ident: 10.1016/j.ecoser.2022.101411_b0540
  article-title: Estimating species occurrence, abundance, and detection probability using zero-inflated distributions
  publication-title: Ecology
  doi: 10.1890/07-1127.1
– ident: 10.1016/j.ecoser.2022.101411_b0400
  doi: 10.1186/s40965-019-0061-3
– ident: 10.1016/j.ecoser.2022.101411_b0050
– volume: 29
  start-page: 434
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0215
  article-title: An empirical review of cultural ecosystem service indicators
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2013.01.013
– volume: 103
  start-page: 106
  issue: 1
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0105
  article-title: Principal component analysis on spatial data: An overview
  publication-title: Annals of the Association of American Geographers
  doi: 10.1080/00045608.2012.689236
– volume: 18
  start-page: 44
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0335
  article-title: Cultural ecosystem services: A literature review and prospects for future research
  publication-title: Ecology and Society
  doi: 10.5751/ES-05790-180344
– year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0395
– ident: 10.1016/j.ecoser.2022.101411_b0305
  doi: 10.1007/s10113-017-1180-y
– volume: 9
  start-page: 2216
  issue: 11
  year: 2018
  ident: 10.1016/j.ecoser.2022.101411_b0535
  article-title: Machine learning for image based species identification
  publication-title: Methods in Ecology and Evolution
  doi: 10.1111/2041-210X.13075
– volume: 35
  start-page: 424
  issue: 2
  year: 2021
  ident: 10.1016/j.ecoser.2022.101411_b0525
  article-title: Exploring human–nature interactions in national parks with social media photographs and computer vision
  publication-title: Conservation Biology
  doi: 10.1111/cobi.13704
– volume: 5
  start-page: 537
  year: 1994
  ident: 10.1016/j.ecoser.2022.101411_b0025
  article-title: Using mutual information for selecting features in supervised neural net learning
  publication-title: IEEE Transactions on Neural Networks
  doi: 10.1109/72.298224
– volume: 8
  start-page: 947
  issue: 8
  year: 1976
  ident: 10.1016/j.ecoser.2022.101411_b0380
  article-title: Thoughts on revealed preference and spatial behaviour
  publication-title: Environment and Planning A
  doi: 10.1068/a080947
– volume: 66
  start-page: 340
  year: 2016
  ident: 10.1016/j.ecoser.2022.101411_b0280
  article-title: A quantitative review of relationships between ecosystem services
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2016.02.004
– volume: 38
  start-page: 100958
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0175
  article-title: Using social media, machine learning and natural language processing to map multiple recreational beneficiaries
  publication-title: Ecosystem Services
  doi: 10.1016/j.ecoser.2019.100958
– volume: 392
  start-page: 196
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0530
  article-title: Ecosystem services accounts: Valuing the actual flow of nature-based recreation from ecosystems to people
  publication-title: Ecological Modelling
  doi: 10.1016/j.ecolmodel.2018.09.023
– volume: 285
  start-page: 20180971
  year: 2018
  ident: 10.1016/j.ecoser.2022.101411_b0520
  article-title: Integrating the aesthetic value of landscapes and biological diversity
  publication-title: Proceedings of the Royal Society B: Biological Sciences
  doi: 10.1098/rspb.2018.0971
– ident: 10.1016/j.ecoser.2022.101411_b0575
– ident: 10.1016/j.ecoser.2022.101411_b0420
– volume: 119
  start-page: 136
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0390
  article-title: Is biodiversity attractive?—on- site perception of recreational and biodiversity values in urban green space
  publication-title: Landscape and Urban Planning
  doi: 10.1016/j.landurbplan.2013.07.007
– volume: 30
  start-page: 100295
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0100
  article-title: Using social media to assess nature- based tourism: Current research and future trends
  publication-title: Journal of Outdoor Recreation and Tourism
  doi: 10.1016/j.jort.2020.100295
– ident: 10.1016/j.ecoser.2022.101411_b0330
– volume: 34
  start-page: 1247
  issue: 6
  year: 2019
  ident: 10.1016/j.ecoser.2022.101411_b0490
  article-title: Heterogeneity in the land cover composition and configuration of us cities: Implications for ecosystem services
  publication-title: Landscape Ecology
  doi: 10.1007/s10980-019-00859-y
– volume: 132
  start-page: 102
  year: 2014
  ident: 10.1016/j.ecoser.2022.101411_b0075
  article-title: Ecosystem service trade-offs from supply to social demand: A landscape-scale spatial analysis
  publication-title: Landscape and Urban Planning
  doi: 10.1016/j.landurbplan.2014.08.009
– volume: 117
  start-page: 106638
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0170
  article-title: Landscape aesthetics: Spatial modelling and mapping using social media images and machine learning
  publication-title: Ecological Indicators
  doi: 10.1016/j.ecolind.2020.106638
– volume: 10
  start-page: 191
  issue: 2
  year: 2006
  ident: 10.1016/j.ecoser.2022.101411_b0385
  article-title: Computing communities in large networks using random walks
  publication-title: Journal of Graph Algorithms and Applications
  doi: 10.7155/jgaa.00124
– volume: 4
  start-page: 126
  year: 2013
  ident: 10.1016/j.ecoser.2022.101411_b0140
  article-title: Mapping forest ecosystem services: From providing units to beneficiaries
  publication-title: Ecosystem Services
  doi: 10.1016/j.ecoser.2013.03.003
– volume: 46
  start-page: 888
  year: 2009
  ident: 10.1016/j.ecoser.2022.101411_b0015
  article-title: Spatial covariance between biodiversity and other ecosystem service priorities
  publication-title: Journal of Applied Ecology
  doi: 10.1111/j.1365-2664.2009.01666.x
– ident: 10.1016/j.ecoser.2022.101411_b0270
– volume: 22
  start-page: 959
  issue: 7
  year: 2007
  ident: 10.1016/j.ecoser.2022.101411_b0165
  article-title: The shared landscape: What does aesthetics have to do with ecology?
  publication-title: Landscape ecology
  doi: 10.1007/s10980-007-9110-x
– ident: 10.1016/j.ecoser.2022.101411_b0570
– ident: 10.1016/j.ecoser.2022.101411_b0295
– volume: 63
  start-page: 87
  year: 2011
  ident: 10.1016/j.ecoser.2022.101411_b0470
  article-title: A model of the coupled dynamics of climate, vegetation and terrestrial ecosystem biogeochemistry for regional applications
  publication-title: Tellus, Series A: Dynamic Meteorology and Oceanography
  doi: 10.1111/j.1600-0870.2010.00477.x
– volume: 116
  start-page: 102156
  year: 2020
  ident: 10.1016/j.ecoser.2022.101411_b0055
  article-title: Mapping place values: 10 lessons from two decades of public participation GIS empirical research
  publication-title: Applied Geography
  doi: 10.1016/j.apgeog.2020.102156
– volume: 35
  start-page: 1848
  issue: 9
  year: 2021
  ident: 10.1016/j.ecoser.2022.101411_b0125
  article-title: A methodological framework for analysis of participatory mapping data in research, planning, and management
  publication-title: International Journal of Geographical Information Science
  doi: 10.1080/13658816.2020.1869747
– volume: 79
  start-page: 185
  issue: 2
  year: 2006
  ident: 10.1016/j.ecoser.2022.101411_b0220
  article-title: Demand analysis projections for recreational visits to countryside woodlands in Great Britain
  publication-title: Forestry
  doi: 10.1093/forestry/cpl005
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Snippet •Crowdsourced photos help identify spatial relationships among cultural, regulating services and biodiversity.•The relationship between cultural services and...
Due to the difficulty of capturing spatially explicit information on cultural ecosystem services (CES), previous studies have paid less attention to their...
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SubjectTerms aesthetics
butterflies
carbon sequestration
case studies
Crowdsourced photos
Cultural ecosystem services
ecosystems
forests
Germany
infrastructure
land use
landscapes
Mapping ecosystem services
Multifunctional landscape
principal component analysis
regression analysis
species richness
Synergies
Title Using crowdsourced images to study selected cultural ecosystem services and their relationships with species richness and carbon sequestration
URI https://dx.doi.org/10.1016/j.ecoser.2022.101411
https://www.proquest.com/docview/2636617327
Volume 54
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