Improving human brucellosis susceptibility mapping using effective and simultaneously metaheuristic-based feature selection and hyperparameter tuning

Human Brucellosis, a neglected zoonotic disease, affects 1.6 to 2.1 million people globally each year. In Iran, it has become a significant health concern, with an average annual incidence rate of 19.91 cases per 100,000 people. This study aims to create a reliable Human Brucellosis Susceptibility M...

Celý popis

Uložené v:

Podrobná bibliografia
Vydané v:	Acta tropica Ročník 267; s. 107657
Hlavní autori:	Zandi, Iman, Jafari, Ali, Alesheikh, Ali Asghar
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Netherlands Elsevier B.V 01.07.2025
Predmet:	Algorithms brucellosis Brucellosis - epidemiology decision making Disease Susceptibility Feature selection Human brucellosis susceptibility mapping Humans Hyperparameter tuning Iran Iran - epidemiology Machine Learning Metaheuristics algorithms mutation people Support vector regression zoonoses Iran Metaheuristics algorithms Support vector regression Feature selection Human brucellosis susceptibility mapping Hyperparameter tuning
ISSN:	0001-706X, 1873-6254, 1873-6254
On-line prístup:	Získať plný text
Tagy:	Pridať tag Žiadne tagy, Buďte prvý, kto otaguje tento záznam!

Abstract	Human Brucellosis, a neglected zoonotic disease, affects 1.6 to 2.1 million people globally each year. In Iran, it has become a significant health concern, with an average annual incidence rate of 19.91 cases per 100,000 people. This study aims to create a reliable Human Brucellosis Susceptibility Map (HBSM) for Mazandaran Province using a hybrid machine learning approach that enhances performance through metaheuristic algorithms for feature and hyperparameter optimization. A transformation function is integrated into these algorithms to reduce computational and time complexities while simultaneously executing feature selection and hyperparameter tuning. Additionally, a two-phase mutation operator is employed to improve the performance of feature selection. The results indicate that the hybrid model of Support Vector Regression-Transformation Mutation Grey Wolf Optimizer (SVR-TMGWO) outperformed other models, achieving RMSE=0.7723, MAE=0.614, MdAE=0.473, and R = 0.536. The predicted HBSM for 2018 identified 68 rural districts in Mazandaran Province as being in the High and Very High susceptibility classes. The susceptibility map can help decision-makers more effectively prevent, control, and manage Human Brucellosis in Mazandaran Province.
AbstractList	Human Brucellosis, a neglected zoonotic disease, affects 1.6 to 2.1 million people globally each year. In Iran, it has become a significant health concern, with an average annual incidence rate of 19.91 cases per 100,000 people. This study aims to create a reliable Human Brucellosis Susceptibility Map (HBSM) for Mazandaran Province using a hybrid machine learning approach that enhances performance through metaheuristic algorithms for feature and hyperparameter optimization. A transformation function is integrated into these algorithms to reduce computational and time complexities while simultaneously executing feature selection and hyperparameter tuning. Additionally, a two-phase mutation operator is employed to improve the performance of feature selection. The results indicate that the hybrid model of Support Vector Regression-Transformation Mutation Grey Wolf Optimizer (SVR-TMGWO) outperformed other models, achieving RMSE=0.7723, MAE=0.614, MdAE=0.473, and R = 0.536. The predicted HBSM for 2018 identified 68 rural districts in Mazandaran Province as being in the High and Very High susceptibility classes. The susceptibility map can help decision-makers more effectively prevent, control, and manage Human Brucellosis in Mazandaran Province. Human Brucellosis, a neglected zoonotic disease, affects 1.6 to 2.1 million people globally each year. In Iran, it has become a significant health concern, with an average annual incidence rate of 19.91 cases per 100,000 people. This study aims to create a reliable Human Brucellosis Susceptibility Map (HBSM) for Mazandaran Province using a hybrid machine learning approach that enhances performance through metaheuristic algorithms for feature and hyperparameter optimization. A transformation function is integrated into these algorithms to reduce computational and time complexities while simultaneously executing feature selection and hyperparameter tuning. Additionally, a two-phase mutation operator is employed to improve the performance of feature selection. The results indicate that the hybrid model of Support Vector Regression-Transformation Mutation Grey Wolf Optimizer (SVR-TMGWO) outperformed other models, achieving RMSE=0.7723, MAE=0.614, MdAE=0.473, and R=0.536. The predicted HBSM for 2018 identified 68 rural districts in Mazandaran Province as being in the High and Very High susceptibility classes. The susceptibility map can help decision-makers more effectively prevent, control, and manage Human Brucellosis in Mazandaran Province.Human Brucellosis, a neglected zoonotic disease, affects 1.6 to 2.1 million people globally each year. In Iran, it has become a significant health concern, with an average annual incidence rate of 19.91 cases per 100,000 people. This study aims to create a reliable Human Brucellosis Susceptibility Map (HBSM) for Mazandaran Province using a hybrid machine learning approach that enhances performance through metaheuristic algorithms for feature and hyperparameter optimization. A transformation function is integrated into these algorithms to reduce computational and time complexities while simultaneously executing feature selection and hyperparameter tuning. Additionally, a two-phase mutation operator is employed to improve the performance of feature selection. The results indicate that the hybrid model of Support Vector Regression-Transformation Mutation Grey Wolf Optimizer (SVR-TMGWO) outperformed other models, achieving RMSE=0.7723, MAE=0.614, MdAE=0.473, and R=0.536. The predicted HBSM for 2018 identified 68 rural districts in Mazandaran Province as being in the High and Very High susceptibility classes. The susceptibility map can help decision-makers more effectively prevent, control, and manage Human Brucellosis in Mazandaran Province.
ArticleNumber	107657
Author	Zandi, Iman Jafari, Ali Alesheikh, Ali Asghar
Author_xml	– sequence: 1 givenname: Iman surname: Zandi fullname: Zandi, Iman email: imanzandi.dgh@ut.ac.ir organization: Department of GIS, School of Surveying and Geospatial Engineering, College of Engineering, University of Tehran, Tehran, , Iran – sequence: 2 givenname: Ali surname: Jafari fullname: Jafari, Ali email: a.jafari2@email.kntu.ac.ir organization: Department of GIS, Faculty of Geodesy and Geomatics Engineering, K. N. Toosi University of Technology, Tehran, Iran – sequence: 3 givenname: Ali Asghar orcidid: 0000-0001-9537-9401 surname: Alesheikh fullname: Alesheikh, Ali Asghar email: alesheikh@kntu.ac.ir organization: Department of GIS, Faculty of Geodesy and Geomatics Engineering, K. N. Toosi University of Technology, Tehran, Iran
BackLink	https://www.ncbi.nlm.nih.gov/pubmed/40389189$$D View this record in MEDLINE/PubMed
BookMark	eNqNkc1u1DAUhS1URKeFV0BhxybDtR0nzhKN-KlUiQ1I7CzHuWE8Spzgn5HmQXjfOqSgLru51rW-c6R7zg25crNDQt5R2FOg9YfTXpuoo58Xa_SeARP5v6lF84LsqGx4WTNRXZEdANCygfrnNbkJ4ZQ31gj2ilxXwGVLZbsjf-6mxc9n634VxzRpV3Q-GRzHOdhQhBQMLtF2drTxUkx6WVYwhXXiMKCJ9oyFdn0R7JTGqB3OKYwZxaiPmLwN0Zqy0wH7YkAdk8ci4LgKZ_dXeLws6BftdZagL2Jy2fw1eTnoMeCbx_eW_Pj86fvha3n_7cvd4eN9abioY1mLVpt-MNAAk1oKwbUBQ1sEalqDQ8WxhrrltOsEdJrXDQdOK9mbivVtw_gteb_55gx-JwxRTTas52-HKM4qBoJJyp-BgpBUAm0y-vYRTd2EvVq8nbS_qH-pZ6DdAOPnEDwO_xEKam1YndSThtXasNoaztrDpsWcy9miV8FYdAZ763Osqp_tM1weAO4GuOY
Cites_doi	10.1038/s41598-024-55034-4 10.3201/eid2909.230052 10.1016/j.puhe.2012.07.001 10.1016/j.micpath.2017.06.005 10.1016/j.patrec.2006.09.003 10.1016/j.ecoleng.2024.107372 10.1016/j.cosrev.2023.100559 10.1109/ACCESS.2023.3304889 10.1016/j.asoc.2017.07.017 10.1371/journal.pntd.0008071 10.1016/j.eswa.2023.122200 10.1016/j.cad.2021.103013 10.1186/s12879-022-07919-w 10.1016/j.cie.2019.106040 10.1007/s00521-017-3272-5 10.1016/j.jare.2023.01.014 10.1016/j.advengsoft.2013.12.007 10.1016/j.matcom.2023.04.020 10.1007/s11831-022-09853-1 10.1016/j.actatropica.2021.105951 10.12980/apjtd.7.2017D6-353 10.1016/j.cie.2021.107224 10.1016/j.ins.2023.119525 10.1016/j.eswa.2019.112824 10.1016/j.enconman.2023.116712 10.1016/j.foodres.2019.108775 10.1080/07853890.2023.2295398 10.1371/journal.pntd.0004999 10.1186/s12879-021-05973-4 10.1007/s10462-024-10975-0 10.1016/j.scitotenv.2021.151055 10.1017/S0950268816000224 10.1007/s00580-023-03543-5 10.1186/s13690-017-0207-7 10.1023/B:STCO.0000035301.49549.88 10.1007/s00521-024-10288-x 10.1186/s12199-019-0839-z 10.1186/s12879-019-4580-4 10.1136/bmjopen-2020-039676 10.1007/s13198-020-00995-8 10.1007/s11069-022-05701-4 10.1017/S0950268815002575 10.1016/j.ijid.2017.10.017 10.3390/urbansci9050138 10.4103/1995-7645.280224 10.1097/QCO.0b013e3283638104 10.1016/j.actatropica.2021.106296 10.1016/j.compbiolchem.2021.107619 10.1016/j.actatropica.2024.107483 10.1007/s11356-024-32706-2 10.1186/s12879-023-08741-8 10.1080/0952813X.2023.2183267 10.1016/j.prevetmed.2022.105794 10.3201/eid2302.151710 10.1016/j.epsr.2022.109087 10.1016/j.neucom.2017.11.077 10.51585/gjm.2023.2.0026 10.3390/s24041230 10.1186/s12889-017-5016-y 10.1109/4235.585893 10.1016/j.apacoust.2020.107721 10.1016/j.renene.2015.07.004 10.1016/j.coal.2023.104350 10.1016/j.jenvman.2025.124238 10.1186/s12879-016-2170-2 10.1016/j.heliyon.2024.e28041 10.1016/j.swevo.2012.09.002 10.3390/app11146449 10.1016/j.eswa.2022.119130
ContentType	Journal Article
Copyright	2025 Elsevier B.V. Copyright © 2025 Elsevier B.V. All rights reserved. Copyright © 2025. Published by Elsevier B.V.
Copyright_xml	– notice: 2025 Elsevier B.V. – notice: Copyright © 2025 Elsevier B.V. All rights reserved. – notice: Copyright © 2025. Published by Elsevier B.V.
DBID	AAYXX CITATION CGR CUY CVF ECM EIF NPM 7X8 7S9 L.6
DOI	10.1016/j.actatropica.2025.107657
DatabaseName	CrossRef Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed MEDLINE - Academic AGRICOLA AGRICOLA - Academic
DatabaseTitle	CrossRef MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) MEDLINE - Academic AGRICOLA AGRICOLA - Academic
DatabaseTitleList	AGRICOLA MEDLINE MEDLINE - Academic
Database_xml	– sequence: 1 dbid: NPM name: PubMed url: http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 2 dbid: 7X8 name: MEDLINE - Academic url: https://search.proquest.com/medline sourceTypes: Aggregation Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Medicine Sciences (General)
EISSN	1873-6254
ExternalDocumentID	40389189 10_1016_j_actatropica_2025_107657 S0001706X25001330
Genre	Journal Article
GeographicLocations	Iran
GeographicLocations_xml	– name: Iran
GroupedDBID	--- --K --M -~X .GJ .~1 0R~ 1B1 1~. 1~5 23M 4.4 457 4G. 53G 5GY 5VS 7-5 71M 8P~ 9JM AAAJQ AAEDT AAEDW AAHBH AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AARKO AATTM AAXKI AAXUO AAYWO ABBQC ABFNM ABJNI ABMAC ABMZM ABWVN ABXDB ACDAQ ACIEU ACIUM ACRLP ACRPL ACVFH ADBBV ADCNI ADEZE ADMUD ADNMO AEBSH AEIPS AEKER AENEX AEUPX AFJKZ AFPUW AFTJW AFXIZ AGCQF AGEKW AGHFR AGQPQ AGRNS AGUBO AGYEJ AHHHB AIEXJ AIGII AIIUN AIKHN AITUG AJRQY AKBMS AKRWK AKYEP ALMA_UNASSIGNED_HOLDINGS AMRAJ ANKPU ANZVX APXCP ASPBG AVWKF AXJTR AZFZN BKOJK BLXMC BNPGV CJTIS CNWQP CS3 EBS EFJIC EFKBS EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HEJ HLV HMG HMK HMO HTE HVGLF HZ~ IHE J1W K-O KOM L7B LUGTX LW9 M29 M41 MO0 N9A O-L O9- OAUVE OK1 OZT P-8 P-9 P2P PC. Q38 R2- RIG ROL RPZ SAB SAE SCC SDF SDG SDP SES SEW SIN SPCBC SSH SSI SSZ T5K UHS WUQ ZGI ZXP ~G- ~KM 9DU AAYXX ACLOT CITATION EFLBG ~HD CGR CUY CVF ECM EIF NPM 7X8 7S9 L.6
ID	FETCH-LOGICAL-c356t-659acdfc07028a8553ac0c19e01c9cef43e606931bb50ba367303148dc42d9723
ISICitedReferencesCount	0
ISICitedReferencesURI	http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001499253700001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN	0001-706X 1873-6254
IngestDate	Thu Oct 02 21:45:57 EDT 2025 Thu Oct 02 22:57:37 EDT 2025 Tue Jun 17 01:30:31 EDT 2025 Sat Nov 29 07:49:19 EST 2025 Sat Jul 19 17:12:06 EDT 2025
IsPeerReviewed	true
IsScholarly	true
Keywords	Metaheuristics algorithms Support vector regression Feature selection Human brucellosis susceptibility mapping Hyperparameter tuning
Language	English
License	Copyright © 2025 Elsevier B.V. All rights reserved.
LinkModel	OpenURL
MergedId	FETCHMERGED-LOGICAL-c356t-659acdfc07028a8553ac0c19e01c9cef43e606931bb50ba367303148dc42d9723
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23
ORCID	0000-0001-9537-9401
PMID	40389189
PQID	3205818017
PQPubID	23479
ParticipantIDs	proquest_miscellaneous_3242052813 proquest_miscellaneous_3205818017 pubmed_primary_40389189 crossref_primary_10_1016_j_actatropica_2025_107657 elsevier_sciencedirect_doi_10_1016_j_actatropica_2025_107657
PublicationCentury	2000
PublicationDate	2025-07-01
PublicationDateYYYYMMDD	2025-07-01
PublicationDate_xml	– month: 07 year: 2025 text: 2025-07-01 day: 01
PublicationDecade	2020
PublicationPlace	Netherlands
PublicationPlace_xml	– name: Netherlands
PublicationTitle	Acta tropica
PublicationTitleAlternate	Acta Trop
PublicationYear	2025
Publisher	Elsevier B.V
Publisher_xml	– name: Elsevier B.V
References	Du, Xu, Zhu (bib0019) 2021; 135 Faris, Aljarah, Al-Betar, Mirjalili (bib0022) 2018; 30 Zhao, Zhang (bib0084) 2022; 22 Bagheri Nejad, Krecek, Khalaf, Hailat, Arenas-Gamboa (bib0010) 2020; 14 Rubach, Halliday, Cleaveland, Crump (bib0064) 2013; 26 Smola, Schölkopf (bib0070) 2004; 14 Babaie, Alesheikh, Tabasi (bib0009) 2021; 220 Lai, Zhou, Xiong, Gilbert, Huang, Yu, Yin, Wang, Chen, Li (bib0037) 2017; 23 Elshawi, Maher, Sakr (bib0020) 2019 Laine, Johnson, Scott, Arenas-Gamboa (bib0038) 2023; 29 Wolpert, Macready (bib0074) 1997; 1 Yang, Chen, Mi, Luo, Horng, Li (bib0077) 2023; 648 Nematzadeh, Kiani, Torkamanian-Afshar, Aydin (bib0051) 2022; 97 Makhadmeh, Al-Betar, Doush, Awadallah, Kassaymeh, Mirjalili, Zitar (bib0042) 2023; 12 Cai, Luo, Wang, Yang (bib0012) 2018; 300 Wang, Yang, Teng, Xia, Jensen (bib0075) 2007; 28 Paryani, Neshat, Pourghasemi, Ntona, Kazakis (bib0057) 2022; 807 Flores Lima, Cotton, Marais, Faggian (bib0023) 2024; 24 Alim, Ye, Guan, Huang, Zhou, Wu (bib0005) 2020; 10 Dastjerdi, Nobari, Ramazanpour (bib0017) 2012; 126 Shabanpour, Razavi-Termeh, Sadeghi-Niaraki, Choi, Abuhmed (bib0068) 2022; 112 Zhai, Li, Tie, Wang, Xie, Ren, Zhang, Song, Quan, Li (bib0082) 2021; 21 Godfroid (bib0025) 2017; 75 Panahi, Khosravi, Rezaie, Kalantari, Lee (bib0055) 2025; 58 Mollalo, Khodabandehloo (bib0048) 2016; 144 Narasimhan, Victor (bib0050) 2024; 57 Shirzadi, Mohammadi, Moradi, Goodarzi, Khazaei, Moayed, Khazaei (bib0069) 2021; 62 Mehdary, Chehri, Jakimi, Saadane (bib0043) 2024; 24 Qureshi, Parvez, Fahmy, Abdel Hady, Kumar, Ganguly, Atiya, Elhassan, Alfadly, Parkkila (bib0062) 2023; 55 Ye, Li (bib0078) 2023; 212 Asadi, Pourhossein (bib0006) 2019 Ahmadkhani, Alesheikh (bib0004) 2017; 7 Tsirikoglou, Abraham, Contino, Lacor, Ghorbaniasl (bib0072) 2017; 61 Al-Betar, Braik, Mohamed, Awadallah, Nasor (bib0007) 2024; 36 Paryani, Bordbar, Jun, Panahi, Bateni, Neale, Moeini, Lee (bib0056) 2023; 116 Dadar, Fakhri, Shahali, Khaneghah (bib0016) 2020; 128 Peres, Castelli (bib0060) 2021; 11 Li, Liu, Lin, Song, Du, Lin, Xiao, He, Liu, Zhu (bib0039) 2017; 17 Adabi, Gharekhani, Saadatmand, Shahbazi (bib0003) 2024; 33 Pordanjani, Mazaheri, Farivar, Babakhanian, Askarpour, Derakhshan (bib0061) 2024; 53 Peng, Cai, Heidari, Zhang, Chen (bib0059) 2023; 53 Abbasi-Ghahramanloo, Ebrahimoghli, Ebrahimnejad, Gholizadeh, Moradi-Asl (bib0001) 2024; 10 Jaafari (bib0032) 2024; 208 Seraji, Charati, Mahmoudi, Tahamtan, Vahedi, Shojaei (bib0067) 2024; 15 Babaie, Alesheikh, Tabasi (bib0008) 2022; 228 Wen, Wang, Shao (bib0076) 2024; 14 Dokeroglu, Sevinc, Kucukyilmaz, Cosar (bib0018) 2019; 137 Kaur, Kumar, Koul, Kumar Kamboj (bib0035) 2023; 30 Sadeghian, Akbari, Nematzadeh, Motameni (bib0065) 2025; 37 Zandi, Jafari, Lotfata (bib0081) 2025; 9 Franc, Krecek, Häsler, Arenas-Gamboa (bib0024) 2018; 18 Yousefi, Alesheikh, Jafari, Torktatari, Sharif (bib0080) 2024; 15 Chalabiani, Nazari, Davoodi, Shabani, Mardani, Sarafnejad, Amirzargar (bib0013) 2019; 48 Nssibi, Manita, Korbaa (bib0053) 2023; 49 Etemadi, Moniri, Saffari, Akbari, Alamian, Behrozikhah (bib0021) 2020; 13 Mirjalili, Lewis (bib0045) 2013; 9 Santamaría-Bonfil, Reyes-Ballesteros, Gershenson (bib0066) 2016; 85 Hikal, Wareth, Khan (bib0028) 2023; 3 Pakzad, Pakzad, Safiri, Shirzadi, Mohammadpour, Behroozi, Sullman, Janati (bib0054) 2018; 67 Jafari, Alesheikh, Rezaie, Panahi, Shahsavar, Lee, Lee (bib0030) 2023; 277 Chen, Ding, Zhang, Yang, Liu, Yang (bib0014) 2023; 278 Bordbar, Heggy, Jun, Bateni, Kim, Moghaddam, Rezaie (bib0011) 2024; 31 Zhang, Nie, Ma, Chen (bib0083) 2022; 209 Negi, Kumar, Pant, Ram (bib0052) 2021; 12 Tran, Trevennec, Lutwama, Sserugga, Gély, Pittiglio, Pinto, Chevalier (bib0071) 2016; 10 Peng, Li, Huang, Guan (bib0058) 2020; 25 Jafari, Alesheikh, Zandi, Lotfata (bib0031) 2024; 260 Yildirim, Kaya, Kılıç (bib0079) 2021; 173 Mirjalili, Mirjalili, Lewis (bib0046) 2014; 69 Mirnejad, Jazi, Mostafaei, Sedighi (bib0047) 2017; 109 Musallam, Abo-Shehada, Hegazy, Holt, Guitian (bib0049) 2016; 144 Maheshwari, Sood, Jaiswal (bib0041) 2023; 216 Karami, Anaraki, Farzin, Mirjalili (bib0033) 2021; 156 Dadar, Fakhri, Akar, Ali, Shahali (bib0015) 2024 Liu, Motoda (bib0040) 2012 Izadi, Moghaddas, Feizi, Bahreinipour, Barati (bib0029) 2024 Razavi-Termeh, Sadeghi-Niaraki, Ali, Choi (bib0063) 2025; 375 Abdel-Basset, El-Shahat, El-Henawy, De Albuquerque, Mirjalili (bib0002) 2020; 139 Kuhn, Johnson (bib0036) 2013 Karimi, Dowlatshahi, Hashemi (bib0034) 2023; 214 Mohammadinia, Saeidian, Pradhan, Ghaemi (bib0044) 2019; 19 Zhao, Wang, Zhang, Fan, Zhang, Mirjalili, Khodadadi, Cao (bib0085) 2024; 238 Mirjalili (10.1016/j.actatropica.2025.107657_bib0046) 2014; 69 Faris (10.1016/j.actatropica.2025.107657_bib0022) 2018; 30 Alim (10.1016/j.actatropica.2025.107657_bib0005) 2020; 10 Zhao (10.1016/j.actatropica.2025.107657_bib0085) 2024; 238 Godfroid (10.1016/j.actatropica.2025.107657_bib0025) 2017; 75 Li (10.1016/j.actatropica.2025.107657_bib0039) 2017; 17 Peres (10.1016/j.actatropica.2025.107657_bib0060) 2021; 11 Paryani (10.1016/j.actatropica.2025.107657_bib0056) 2023; 116 Nssibi (10.1016/j.actatropica.2025.107657_bib0053) 2023; 49 Panahi (10.1016/j.actatropica.2025.107657_bib0055) 2025; 58 Dastjerdi (10.1016/j.actatropica.2025.107657_bib0017) 2012; 126 Qureshi (10.1016/j.actatropica.2025.107657_bib0062) 2023; 55 Franc (10.1016/j.actatropica.2025.107657_bib0024) 2018; 18 Liu (10.1016/j.actatropica.2025.107657_bib0040) 2012 Santamaría-Bonfil (10.1016/j.actatropica.2025.107657_bib0066) 2016; 85 Etemadi (10.1016/j.actatropica.2025.107657_bib0021) 2020; 13 Karami (10.1016/j.actatropica.2025.107657_bib0033) 2021; 156 Razavi-Termeh (10.1016/j.actatropica.2025.107657_bib0063) 2025; 375 Ye (10.1016/j.actatropica.2025.107657_bib0078) 2023; 212 Zhai (10.1016/j.actatropica.2025.107657_bib0082) 2021; 21 Asadi (10.1016/j.actatropica.2025.107657_bib0006) 2019 Dadar (10.1016/j.actatropica.2025.107657_bib0015) 2024 Hikal (10.1016/j.actatropica.2025.107657_bib0028) 2023; 3 Musallam (10.1016/j.actatropica.2025.107657_bib0049) 2016; 144 Mohammadinia (10.1016/j.actatropica.2025.107657_bib0044) 2019; 19 Mollalo (10.1016/j.actatropica.2025.107657_bib0048) 2016; 144 Karimi (10.1016/j.actatropica.2025.107657_bib0034) 2023; 214 Maheshwari (10.1016/j.actatropica.2025.107657_bib0041) 2023; 216 Mirnejad (10.1016/j.actatropica.2025.107657_bib0047) 2017; 109 Cai (10.1016/j.actatropica.2025.107657_bib0012) 2018; 300 Seraji (10.1016/j.actatropica.2025.107657_bib0067) 2024; 15 Lai (10.1016/j.actatropica.2025.107657_bib0037) 2017; 23 Rubach (10.1016/j.actatropica.2025.107657_bib0064) 2013; 26 Peng (10.1016/j.actatropica.2025.107657_bib0058) 2020; 25 Paryani (10.1016/j.actatropica.2025.107657_bib0057) 2022; 807 Smola (10.1016/j.actatropica.2025.107657_bib0070) 2004; 14 Sadeghian (10.1016/j.actatropica.2025.107657_bib0065) 2025; 37 Mirjalili (10.1016/j.actatropica.2025.107657_bib0045) 2013; 9 Laine (10.1016/j.actatropica.2025.107657_bib0038) 2023; 29 Babaie (10.1016/j.actatropica.2025.107657_bib0008) 2022; 228 Pakzad (10.1016/j.actatropica.2025.107657_bib0054) 2018; 67 Chalabiani (10.1016/j.actatropica.2025.107657_bib0013) 2019; 48 Babaie (10.1016/j.actatropica.2025.107657_bib0009) 2021; 220 Al-Betar (10.1016/j.actatropica.2025.107657_bib0007) 2024; 36 Jaafari (10.1016/j.actatropica.2025.107657_bib0032) 2024; 208 Dokeroglu (10.1016/j.actatropica.2025.107657_bib0018) 2019; 137 Izadi (10.1016/j.actatropica.2025.107657_bib0029) 2024 Tran (10.1016/j.actatropica.2025.107657_bib0071) 2016; 10 Zhao (10.1016/j.actatropica.2025.107657_bib0084) 2022; 22 Jafari (10.1016/j.actatropica.2025.107657_bib0031) 2024; 260 Negi (10.1016/j.actatropica.2025.107657_bib0052) 2021; 12 Flores Lima (10.1016/j.actatropica.2025.107657_bib0023) 2024; 24 Shabanpour (10.1016/j.actatropica.2025.107657_bib0068) 2022; 112 Wolpert (10.1016/j.actatropica.2025.107657_bib0074) 1997; 1 Tsirikoglou (10.1016/j.actatropica.2025.107657_bib0072) 2017; 61 Wen (10.1016/j.actatropica.2025.107657_bib0076) 2024; 14 Kaur (10.1016/j.actatropica.2025.107657_bib0035) 2023; 30 Kuhn (10.1016/j.actatropica.2025.107657_bib0036) 2013 Makhadmeh (10.1016/j.actatropica.2025.107657_bib0042) 2023; 12 Adabi (10.1016/j.actatropica.2025.107657_bib0003) 2024; 33 Dadar (10.1016/j.actatropica.2025.107657_bib0016) 2020; 128 Ahmadkhani (10.1016/j.actatropica.2025.107657_bib0004) 2017; 7 Yildirim (10.1016/j.actatropica.2025.107657_bib0079) 2021; 173 Du (10.1016/j.actatropica.2025.107657_bib0019) 2021; 135 Nematzadeh (10.1016/j.actatropica.2025.107657_bib0051) 2022; 97 Narasimhan (10.1016/j.actatropica.2025.107657_bib0050) 2024; 57 Yang (10.1016/j.actatropica.2025.107657_bib0077) 2023; 648 Bordbar (10.1016/j.actatropica.2025.107657_bib0011) 2024; 31 Jafari (10.1016/j.actatropica.2025.107657_bib0030) 2023; 277 Abbasi-Ghahramanloo (10.1016/j.actatropica.2025.107657_bib0001) 2024; 10 Chen (10.1016/j.actatropica.2025.107657_bib0014) 2023; 278 Mehdary (10.1016/j.actatropica.2025.107657_bib0043) 2024; 24 Abdel-Basset (10.1016/j.actatropica.2025.107657_bib0002) 2020; 139 Zhang (10.1016/j.actatropica.2025.107657_bib0083) 2022; 209 Elshawi (10.1016/j.actatropica.2025.107657_bib0020) 2019 Peng (10.1016/j.actatropica.2025.107657_bib0059) 2023; 53 Zandi (10.1016/j.actatropica.2025.107657_bib0081) 2025; 9 Wang (10.1016/j.actatropica.2025.107657_bib0075) 2007; 28 Yousefi (10.1016/j.actatropica.2025.107657_bib0080) 2024; 15 Pordanjani (10.1016/j.actatropica.2025.107657_bib0061) 2024; 53 Shirzadi (10.1016/j.actatropica.2025.107657_bib0069) 2021; 62 Bagheri Nejad (10.1016/j.actatropica.2025.107657_bib0010) 2020; 14
References_xml	– volume: 36 start-page: 22171 year: 2024 end-page: 22221 ident: bib0007 article-title: Augmented electric eel foraging optimization algorithm for feature selection with high-dimensional biological and medical diagnosis publication-title: Neural Comput. Appl. – volume: 1 start-page: 67 year: 1997 end-page: 82 ident: bib0074 article-title: No free lunch theorems for optimization publication-title: IEEe Trans. Evol. Comput. – volume: 238 year: 2024 ident: bib0085 article-title: Electric eel foraging optimization: a new bio-inspired optimizer for engineering applications publication-title: Expert. Syst. Appl. – volume: 12 start-page: 22991 year: 2023 end-page: 23028 ident: bib0042 article-title: Recent advances in Grey Wolf Optimizer, its versions and applications publication-title: IEEe Access. – volume: 97 year: 2022 ident: bib0051 article-title: Tuning hyperparameters of machine learning algorithms and deep neural networks using metaheuristics: a bioinformatics study on biomedical and biological cases publication-title: Comput. Biol. Chem. – volume: 67 start-page: 129 year: 2018 end-page: 136 ident: bib0054 article-title: Spatiotemporal analysis of brucellosis incidence in Iran from 2011 to 2014 using GIS publication-title: Int. J. Infect. Dis. – start-page: 511 year: 2019 end-page: 516 ident: bib0006 article-title: Modeling and siting of wind farms using Support Vector Regression (SVR) publication-title: Presented at the 2019 International Aegean Conference on Electrical Machines and Power Electronics (ACEMP) & 2019 International Conference on Optimization of Electrical and Electronic Equipment (OPTIM) – volume: 62 start-page: E635 year: 2021 ident: bib0069 article-title: The incidence and geographical distribution of brucellosis in Iran using geographic information system and prediction of its incidence in 2021 publication-title: J. Prev. Med. Hyg. – volume: 28 start-page: 459 year: 2007 end-page: 471 ident: bib0075 article-title: Feature selection based on rough sets and particle swarm optimization publication-title: Pattern. Recognit. Lett. – volume: 139 year: 2020 ident: bib0002 article-title: A new fusion of grey wolf optimizer algorithm with a two-phase mutation for feature selection publication-title: Expert. Syst. Appl. – volume: 278 year: 2023 ident: bib0014 article-title: A two-stage method for model parameter identification based on the maximum power matching and improved flow direction algorithm publication-title: Energy Convers. Manage – volume: 14 start-page: 199 year: 2004 end-page: 222 ident: bib0070 article-title: A tutorial on support vector regression publication-title: Stat. Comput. – volume: 17 start-page: 1 year: 2017 end-page: 9 ident: bib0039 article-title: Application of the analytic hierarchy approach to the risk assessment of Zika virus disease transmission in Guangdong Province, China publication-title: BMC. Infect. Dis. – volume: 144 start-page: 2217 year: 2016 end-page: 2229 ident: bib0048 article-title: Zoonotic cutaneous leishmaniasis in northeastern Iran: a GIS-based spatio-temporal multi-criteria decision-making approach publication-title: Epidemiol. Infect. – volume: 214 year: 2023 ident: bib0034 article-title: SemiACO: a semi-supervised feature selection based on ant colony optimization publication-title: Expert. Syst. Appl. – volume: 212 start-page: 91 year: 2023 end-page: 121 ident: bib0078 article-title: Convergence analysis of flow direction algorithm in continuous search space and its improvement publication-title: Math. Comput. Simul. – volume: 30 start-page: 413 year: 2018 end-page: 435 ident: bib0022 article-title: Grey wolf optimizer: a review of recent variants and applications publication-title: Neural Comput. Appl. – volume: 135 year: 2021 ident: bib0019 article-title: Understanding the effect of hyperparameter optimization on machine learning models for structure design problems publication-title: Comput.-Aided Des. – volume: 12 start-page: 1 year: 2021 end-page: 8 ident: bib0052 article-title: GWO: a review and applications publication-title: Int. J. Syst. Assur. Eng. Manag. – volume: 75 start-page: 34 year: 2017 ident: bib0025 article-title: Brucellosis in livestock and wildlife: zoonotic diseases without pandemic potential in need of innovative one health approaches publication-title: Arch. Public Health – year: 2012 ident: bib0040 article-title: Feature Selection For Knowledge Discovery and Data Mining – volume: 53 start-page: 1446 year: 2024 ident: bib0061 article-title: Spatial epidemiology and temporal trend of brucellosis in Iran using geographic information system (GIS) and join point regression analysis: an ecological 10-year study publication-title: Iran. J. Public Health – volume: 9 start-page: 138 year: 2025 ident: bib0081 article-title: Enhancing PM2. 5 air pollution prediction performance by optimizing the Echo State network (ESN) deep learning model using new metaheuristic algorithms publication-title: Urban. Sci. – volume: 220 year: 2021 ident: bib0009 article-title: Spatial prediction of human brucellosis (HB) using a GIS-based adaptive neuro-fuzzy inference system (ANFIS) publication-title: Acta Trop. – volume: 277 year: 2023 ident: bib0030 article-title: Enhancing a convolutional neural network model for land subsidence susceptibility mapping using hybrid metaheuristic algorithms publication-title: Int. J. Coal. Geol. – volume: 11 start-page: 6449 year: 2021 ident: bib0060 article-title: Combinatorial optimization problems and metaheuristics: review, challenges, design, and development publication-title: Appl. Sci. – volume: 128 year: 2020 ident: bib0016 article-title: Contamination of milk and dairy products by Brucella species: a global systematic review and meta-analysis publication-title: Food Res. Int. – volume: 807 year: 2022 ident: bib0057 article-title: A novel hybrid of support vector regression and metaheuristic algorithms for groundwater spring potential mapping publication-title: Sci. Total. Environ. – volume: 22 start-page: 934 year: 2022 ident: bib0084 article-title: The research on TBATS and ELM models for prediction of human brucellosis cases in mainland China: a time series study publication-title: BMC. Infect. Dis. – volume: 53 start-page: 261 year: 2023 end-page: 278 ident: bib0059 article-title: Hierarchical Harris hawks optimizer for feature selection publication-title: J. Adv. Res. – volume: 30 start-page: 1863 year: 2023 end-page: 1895 ident: bib0035 article-title: A systematic review on metaheuristic optimization techniques for feature selections in disease diagnosis: open issues and challenges publication-title: Arch. Comput. Methods Eng. – volume: 300 start-page: 70 year: 2018 end-page: 79 ident: bib0012 article-title: Feature selection in machine learning: a new perspective publication-title: Neurocomputing. – volume: 19 start-page: 1 year: 2019 end-page: 18 ident: bib0044 article-title: Prediction mapping of human leptospirosis using ANN, GWR, SVM and GLM approaches publication-title: BMC. Infect. Dis. – volume: 49 year: 2023 ident: bib0053 article-title: Advances in nature-inspired metaheuristic optimization for feature selection problem: a comprehensive survey publication-title: Comput. Sci. Rev. – volume: 14 start-page: 4880 year: 2024 ident: bib0076 article-title: The spatiotemporal trend of human brucellosis in China and driving factors using interpretability analysis publication-title: Sci. Rep. – volume: 48 start-page: 132 year: 2019 ident: bib0013 article-title: The prevalence of brucellosis in different provinces of Iran during 2013–2015 publication-title: Iran. J. Public Health – volume: 23 start-page: 184 year: 2017 ident: bib0037 article-title: Changing epidemiology of human brucellosis, China, 1955–2014 publication-title: Emerg. Infect. Dis. – volume: 648 year: 2023 ident: bib0077 article-title: Multi-label feature selection based on stable label relevance and label-specific features publication-title: Inf. Sci. – volume: 15 start-page: 689 year: 2024 ident: bib0080 article-title: Stacking ensemble technique using optimized machine learning models with Boruta–XGBoost feature selection for landslide susceptibility mapping: a case of Kermanshah Province publication-title: Iran. Inf. – year: 2019 ident: bib0020 article-title: Automated Machine learning: State-of-the-art and Open Challenges – volume: 24 start-page: 1230 year: 2024 ident: bib0043 article-title: Hyperparameter optimization with genetic algorithms and xgboost: a step forward in smart grid fraud detection publication-title: Sensors – volume: 156 year: 2021 ident: bib0033 article-title: Flow direction algorithm (FDA): a novel optimization approach for solving optimization problems publication-title: Comput. Ind. Eng. – volume: 116 start-page: 837 year: 2023 end-page: 868 ident: bib0056 article-title: Hybrid-based approaches for the flood susceptibility prediction of Kermanshah province, Iran publication-title: Nat. Hazards – year: 2024 ident: bib0015 article-title: Human Brucellosis and Associated Risk Factors in the Middle East region: A comprehensive Systematic review, meta-analysis, and Meta-Regression – volume: 137 year: 2019 ident: bib0018 article-title: A survey on new generation metaheuristic algorithms publication-title: Comput. Ind. Eng. – volume: 144 start-page: 671 year: 2016 end-page: 685 ident: bib0049 article-title: Systematic review of brucellosis in the Middle East: disease frequency in ruminants and humans and risk factors for human infection publication-title: Epidemiol. Infect. – volume: 57 start-page: 345 year: 2024 ident: bib0050 article-title: Bio-inspired disease prediction: harnessing the power of electric eel foraging optimization algorithm with machine learning for heart disease prediction publication-title: Artif. Intell. Rev. – volume: 37 start-page: 1 year: 2025 end-page: 51 ident: bib0065 article-title: A review of feature selection methods based on metaheuristic algorithms publication-title: J. Exp. Theor. Artif. Intell. – volume: 14 year: 2020 ident: bib0010 article-title: Brucellosis in the Middle East: current situation and a pathway forward publication-title: PLoS. Negl. Trop. Dis. – volume: 13 start-page: 169 year: 2020 end-page: 175 ident: bib0021 article-title: Epidemiological, molecular characterization and risk factors of human brucellosis in Iran publication-title: Asian Pac. J. Trop. Med. – volume: 260 year: 2024 ident: bib0031 article-title: Spatial prediction of human brucellosis susceptibility using an explainable optimized adaptive neuro fuzzy inference system publication-title: Acta Trop. – volume: 85 start-page: 790 year: 2016 end-page: 809 ident: bib0066 article-title: Wind speed forecasting for wind farms: a method based on support vector regression publication-title: Renew. Energy – volume: 126 start-page: 1058 year: 2012 end-page: 1062 ident: bib0017 article-title: Epidemiological features of human brucellosis in central Iran, 2006–2011 publication-title: Public Health – volume: 24 start-page: 60 year: 2024 ident: bib0023 article-title: Modelling the risk of japanese encephalitis virus in Victoria, Australia, using an expert-systems approach publication-title: BMC. Infect. Dis. – volume: 29 start-page: 1789 year: 2023 ident: bib0038 article-title: Global estimate of human brucellosis incidence publication-title: Emerg. Infect. Dis. – volume: 58 year: 2025 ident: bib0055 article-title: Unveiling global flood hotspots: optimized machine learning techniques for enhanced flood susceptibility modeling publication-title: Reg. Stud. – volume: 209 year: 2022 ident: bib0083 article-title: Identification of suitable areas for African swine fever occurrence in china using geographic information system-based multi-criteria analysis publication-title: Prev. Vet. Med. – volume: 112 year: 2022 ident: bib0068 article-title: Integration of machine learning algorithms and GIS-based approaches to cutaneous leishmaniasis prevalence risk mapping publication-title: Int. J. Appl. Earth. Obs. Geoinf. – volume: 216 year: 2023 ident: bib0041 article-title: Flow direction algorithm-based optimal power flow analysis in the presence of stochastic renewable energy sources publication-title: Electr. Power Syst. Res. – volume: 25 start-page: 1 year: 2020 end-page: 14 ident: bib0058 article-title: Spatial-temporal distribution of human brucellosis in mainland China from 2004 to 2017 and an analysis of social and environmental factors publication-title: Env. Health Prev. Med. – volume: 9 start-page: 1 year: 2013 end-page: 14 ident: bib0045 article-title: S-shaped versus V-shaped transfer functions for binary particle swarm optimization publication-title: Swarm. Evol. Comput. – volume: 61 start-page: 139 year: 2017 end-page: 148 ident: bib0072 article-title: A hyperparameters selection technique for support vector regression models publication-title: Appl. Soft. Comput. – volume: 31 start-page: 24235 year: 2024 end-page: 24249 ident: bib0011 article-title: Comparative study for coastal aquifer vulnerability assessment using deep learning and metaheuristic algorithms publication-title: Environ. Sci. Pollut. Res. – volume: 109 start-page: 239 year: 2017 end-page: 247 ident: bib0047 article-title: Epidemiology of brucellosis in Iran: a comprehensive systematic review and meta-analysis study publication-title: Microb. Pathog. – volume: 69 start-page: 46 year: 2014 end-page: 61 ident: bib0046 article-title: Grey wolf optimizer publication-title: Adv. Eng. Softw. – volume: 228 year: 2022 ident: bib0008 article-title: Spatial modeling of zoonotic cutaneous leishmaniasis with regard to potential environmental factors using ANFIS and PCA-ANFIS methods publication-title: Acta Trop. – year: 2013 ident: bib0036 article-title: Applied Predictive Modeling – volume: 10 year: 2016 ident: bib0071 article-title: Development and assessment of a geographic knowledge-based model for mapping suitable areas for Rift Valley fever transmission in Eastern Africa publication-title: PLoS. Negl. Trop. Dis. – volume: 15 start-page: 666 year: 2024 ident: bib0067 article-title: Epidemiology of brucellosis in Mazandaran, North of Iran in a nine-year period (2009-2017) publication-title: Casp. J. Intern. Med. – volume: 18 start-page: 1 year: 2018 end-page: 9 ident: bib0024 article-title: Brucellosis remains a neglected disease in the developing world: a call for interdisciplinary action publication-title: BMC. Public Health – volume: 208 year: 2024 ident: bib0032 article-title: Landslide susceptibility assessment using novel hybridized methods based on the support vector regression publication-title: Ecol. Eng. – volume: 21 start-page: 1 year: 2021 end-page: 12 ident: bib0082 article-title: Research on the predictive effect of a combined model of ARIMA and neural networks on human brucellosis in Shanxi Province, China: a time series predictive analysis publication-title: BMC. Infect. Dis. – volume: 26 start-page: 404 year: 2013 end-page: 412 ident: bib0064 article-title: Brucellosis in low-income and middle-income countries publication-title: Curr. Opin. Infect. Dis. – volume: 7 start-page: 257 year: 2017 end-page: 265 ident: bib0004 article-title: Space-time analysis of human brucellosis considering environmental factors in Iran publication-title: Asian Pac. J. Trop. Dis. – volume: 33 start-page: 175 year: 2024 end-page: 182 ident: bib0003 article-title: Seroprevalence of brucellosis in livestock in Iran: a meta-analysis publication-title: Comp. Clin. Path. – volume: 10 year: 2020 ident: bib0005 article-title: Comparison of ARIMA model and XGBoost model for prediction of human brucellosis in mainland China: a time-series study publication-title: BMJ Open. – volume: 173 year: 2021 ident: bib0079 article-title: A modified feature selection method based on metaheuristic algorithms for speech emotion recognition publication-title: Appl. Acoust. – volume: 55 year: 2023 ident: bib0062 article-title: Brucellosis: epidemiology, pathogenesis, diagnosis and treatment–a comprehensive review publication-title: Ann. Med. – volume: 375 year: 2025 ident: bib0063 article-title: Improving flood-prone areas mapping using geospatial artificial intelligence (GeoAI): a non-parametric algorithm enhanced by math-based metaheuristic algorithms publication-title: J. Env. Manage – volume: 3 start-page: 19 year: 2023 end-page: 25 ident: bib0028 article-title: Brucellosis: why is it eradicated from domestic livestock in the United States but not in the Nile River Basin countries? publication-title: Ger. J. Microbiol. – start-page: 10 year: 2024 ident: bib0029 article-title: Bovine brucellosis, associated risk factors and preventive measures in industrial cattle farms publication-title: Heliyon. – volume: 10 year: 2024 ident: bib0001 article-title: Knowledge, attitudes, and practices regarding brucellosis in a rural population: a cross-sectional study publication-title: Heliyon. – volume: 14 start-page: 4880 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0076 article-title: The spatiotemporal trend of human brucellosis in China and driving factors using interpretability analysis publication-title: Sci. Rep. doi: 10.1038/s41598-024-55034-4 – volume: 29 start-page: 1789 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0038 article-title: Global estimate of human brucellosis incidence publication-title: Emerg. Infect. Dis. doi: 10.3201/eid2909.230052 – volume: 126 start-page: 1058 year: 2012 ident: 10.1016/j.actatropica.2025.107657_bib0017 article-title: Epidemiological features of human brucellosis in central Iran, 2006–2011 publication-title: Public Health doi: 10.1016/j.puhe.2012.07.001 – volume: 109 start-page: 239 year: 2017 ident: 10.1016/j.actatropica.2025.107657_bib0047 article-title: Epidemiology of brucellosis in Iran: a comprehensive systematic review and meta-analysis study publication-title: Microb. Pathog. doi: 10.1016/j.micpath.2017.06.005 – volume: 28 start-page: 459 year: 2007 ident: 10.1016/j.actatropica.2025.107657_bib0075 article-title: Feature selection based on rough sets and particle swarm optimization publication-title: Pattern. Recognit. Lett. doi: 10.1016/j.patrec.2006.09.003 – year: 2013 ident: 10.1016/j.actatropica.2025.107657_bib0036 – volume: 208 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0032 article-title: Landslide susceptibility assessment using novel hybridized methods based on the support vector regression publication-title: Ecol. Eng. doi: 10.1016/j.ecoleng.2024.107372 – volume: 49 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0053 article-title: Advances in nature-inspired metaheuristic optimization for feature selection problem: a comprehensive survey publication-title: Comput. Sci. Rev. doi: 10.1016/j.cosrev.2023.100559 – volume: 112 year: 2022 ident: 10.1016/j.actatropica.2025.107657_bib0068 article-title: Integration of machine learning algorithms and GIS-based approaches to cutaneous leishmaniasis prevalence risk mapping publication-title: Int. J. Appl. Earth. Obs. Geoinf. – volume: 12 start-page: 22991 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0042 article-title: Recent advances in Grey Wolf Optimizer, its versions and applications publication-title: IEEe Access. doi: 10.1109/ACCESS.2023.3304889 – volume: 58 year: 2025 ident: 10.1016/j.actatropica.2025.107657_bib0055 article-title: Unveiling global flood hotspots: optimized machine learning techniques for enhanced flood susceptibility modeling publication-title: Reg. Stud. – year: 2012 ident: 10.1016/j.actatropica.2025.107657_bib0040 – volume: 61 start-page: 139 year: 2017 ident: 10.1016/j.actatropica.2025.107657_bib0072 article-title: A hyperparameters selection technique for support vector regression models publication-title: Appl. Soft. Comput. doi: 10.1016/j.asoc.2017.07.017 – volume: 14 year: 2020 ident: 10.1016/j.actatropica.2025.107657_bib0010 article-title: Brucellosis in the Middle East: current situation and a pathway forward publication-title: PLoS. Negl. Trop. Dis. doi: 10.1371/journal.pntd.0008071 – volume: 238 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0085 article-title: Electric eel foraging optimization: a new bio-inspired optimizer for engineering applications publication-title: Expert. Syst. Appl. doi: 10.1016/j.eswa.2023.122200 – volume: 135 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0019 article-title: Understanding the effect of hyperparameter optimization on machine learning models for structure design problems publication-title: Comput.-Aided Des. doi: 10.1016/j.cad.2021.103013 – volume: 22 start-page: 934 year: 2022 ident: 10.1016/j.actatropica.2025.107657_bib0084 article-title: The research on TBATS and ELM models for prediction of human brucellosis cases in mainland China: a time series study publication-title: BMC. Infect. Dis. doi: 10.1186/s12879-022-07919-w – volume: 137 year: 2019 ident: 10.1016/j.actatropica.2025.107657_bib0018 article-title: A survey on new generation metaheuristic algorithms publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2019.106040 – volume: 30 start-page: 413 year: 2018 ident: 10.1016/j.actatropica.2025.107657_bib0022 article-title: Grey wolf optimizer: a review of recent variants and applications publication-title: Neural Comput. Appl. doi: 10.1007/s00521-017-3272-5 – volume: 53 start-page: 261 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0059 article-title: Hierarchical Harris hawks optimizer for feature selection publication-title: J. Adv. Res. doi: 10.1016/j.jare.2023.01.014 – volume: 69 start-page: 46 year: 2014 ident: 10.1016/j.actatropica.2025.107657_bib0046 article-title: Grey wolf optimizer publication-title: Adv. Eng. Softw. doi: 10.1016/j.advengsoft.2013.12.007 – volume: 212 start-page: 91 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0078 article-title: Convergence analysis of flow direction algorithm in continuous search space and its improvement publication-title: Math. Comput. Simul. doi: 10.1016/j.matcom.2023.04.020 – volume: 30 start-page: 1863 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0035 article-title: A systematic review on metaheuristic optimization techniques for feature selections in disease diagnosis: open issues and challenges publication-title: Arch. Comput. Methods Eng. doi: 10.1007/s11831-022-09853-1 – year: 2019 ident: 10.1016/j.actatropica.2025.107657_bib0020 – volume: 220 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0009 article-title: Spatial prediction of human brucellosis (HB) using a GIS-based adaptive neuro-fuzzy inference system (ANFIS) publication-title: Acta Trop. doi: 10.1016/j.actatropica.2021.105951 – volume: 53 start-page: 1446 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0061 article-title: Spatial epidemiology and temporal trend of brucellosis in Iran using geographic information system (GIS) and join point regression analysis: an ecological 10-year study publication-title: Iran. J. Public Health – volume: 7 start-page: 257 year: 2017 ident: 10.1016/j.actatropica.2025.107657_bib0004 article-title: Space-time analysis of human brucellosis considering environmental factors in Iran publication-title: Asian Pac. J. Trop. Dis. doi: 10.12980/apjtd.7.2017D6-353 – volume: 156 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0033 article-title: Flow direction algorithm (FDA): a novel optimization approach for solving optimization problems publication-title: Comput. Ind. Eng. doi: 10.1016/j.cie.2021.107224 – volume: 648 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0077 article-title: Multi-label feature selection based on stable label relevance and label-specific features publication-title: Inf. Sci. doi: 10.1016/j.ins.2023.119525 – volume: 139 year: 2020 ident: 10.1016/j.actatropica.2025.107657_bib0002 article-title: A new fusion of grey wolf optimizer algorithm with a two-phase mutation for feature selection publication-title: Expert. Syst. Appl. doi: 10.1016/j.eswa.2019.112824 – volume: 278 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0014 article-title: A two-stage method for model parameter identification based on the maximum power matching and improved flow direction algorithm publication-title: Energy Convers. Manage doi: 10.1016/j.enconman.2023.116712 – volume: 128 year: 2020 ident: 10.1016/j.actatropica.2025.107657_bib0016 article-title: Contamination of milk and dairy products by Brucella species: a global systematic review and meta-analysis publication-title: Food Res. Int. doi: 10.1016/j.foodres.2019.108775 – volume: 55 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0062 article-title: Brucellosis: epidemiology, pathogenesis, diagnosis and treatment–a comprehensive review publication-title: Ann. Med. doi: 10.1080/07853890.2023.2295398 – volume: 10 year: 2016 ident: 10.1016/j.actatropica.2025.107657_bib0071 article-title: Development and assessment of a geographic knowledge-based model for mapping suitable areas for Rift Valley fever transmission in Eastern Africa publication-title: PLoS. Negl. Trop. Dis. doi: 10.1371/journal.pntd.0004999 – volume: 21 start-page: 1 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0082 article-title: Research on the predictive effect of a combined model of ARIMA and neural networks on human brucellosis in Shanxi Province, China: a time series predictive analysis publication-title: BMC. Infect. Dis. doi: 10.1186/s12879-021-05973-4 – volume: 57 start-page: 345 issue: 12 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0050 article-title: Bio-inspired disease prediction: harnessing the power of electric eel foraging optimization algorithm with machine learning for heart disease prediction publication-title: Artif. Intell. Rev. doi: 10.1007/s10462-024-10975-0 – volume: 807 year: 2022 ident: 10.1016/j.actatropica.2025.107657_bib0057 article-title: A novel hybrid of support vector regression and metaheuristic algorithms for groundwater spring potential mapping publication-title: Sci. Total. Environ. doi: 10.1016/j.scitotenv.2021.151055 – volume: 144 start-page: 2217 year: 2016 ident: 10.1016/j.actatropica.2025.107657_bib0048 article-title: Zoonotic cutaneous leishmaniasis in northeastern Iran: a GIS-based spatio-temporal multi-criteria decision-making approach publication-title: Epidemiol. Infect. doi: 10.1017/S0950268816000224 – volume: 33 start-page: 175 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0003 article-title: Seroprevalence of brucellosis in livestock in Iran: a meta-analysis publication-title: Comp. Clin. Path. doi: 10.1007/s00580-023-03543-5 – volume: 15 start-page: 689 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0080 article-title: Stacking ensemble technique using optimized machine learning models with Boruta–XGBoost feature selection for landslide susceptibility mapping: a case of Kermanshah Province publication-title: Iran. Inf. – volume: 75 start-page: 34 year: 2017 ident: 10.1016/j.actatropica.2025.107657_bib0025 article-title: Brucellosis in livestock and wildlife: zoonotic diseases without pandemic potential in need of innovative one health approaches publication-title: Arch. Public Health doi: 10.1186/s13690-017-0207-7 – volume: 14 start-page: 199 year: 2004 ident: 10.1016/j.actatropica.2025.107657_bib0070 article-title: A tutorial on support vector regression publication-title: Stat. Comput. doi: 10.1023/B:STCO.0000035301.49549.88 – volume: 36 start-page: 22171 issue: 35 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0007 article-title: Augmented electric eel foraging optimization algorithm for feature selection with high-dimensional biological and medical diagnosis publication-title: Neural Comput. Appl. doi: 10.1007/s00521-024-10288-x – volume: 25 start-page: 1 year: 2020 ident: 10.1016/j.actatropica.2025.107657_bib0058 article-title: Spatial-temporal distribution of human brucellosis in mainland China from 2004 to 2017 and an analysis of social and environmental factors publication-title: Env. Health Prev. Med. doi: 10.1186/s12199-019-0839-z – volume: 19 start-page: 1 year: 2019 ident: 10.1016/j.actatropica.2025.107657_bib0044 article-title: Prediction mapping of human leptospirosis using ANN, GWR, SVM and GLM approaches publication-title: BMC. Infect. Dis. doi: 10.1186/s12879-019-4580-4 – volume: 10 year: 2020 ident: 10.1016/j.actatropica.2025.107657_bib0005 article-title: Comparison of ARIMA model and XGBoost model for prediction of human brucellosis in mainland China: a time-series study publication-title: BMJ Open. doi: 10.1136/bmjopen-2020-039676 – volume: 12 start-page: 1 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0052 article-title: GWO: a review and applications publication-title: Int. J. Syst. Assur. Eng. Manag. doi: 10.1007/s13198-020-00995-8 – volume: 116 start-page: 837 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0056 article-title: Hybrid-based approaches for the flood susceptibility prediction of Kermanshah province, Iran publication-title: Nat. Hazards doi: 10.1007/s11069-022-05701-4 – volume: 144 start-page: 671 year: 2016 ident: 10.1016/j.actatropica.2025.107657_bib0049 article-title: Systematic review of brucellosis in the Middle East: disease frequency in ruminants and humans and risk factors for human infection publication-title: Epidemiol. Infect. doi: 10.1017/S0950268815002575 – volume: 67 start-page: 129 year: 2018 ident: 10.1016/j.actatropica.2025.107657_bib0054 article-title: Spatiotemporal analysis of brucellosis incidence in Iran from 2011 to 2014 using GIS publication-title: Int. J. Infect. Dis. doi: 10.1016/j.ijid.2017.10.017 – volume: 9 start-page: 138 issue: 5 year: 2025 ident: 10.1016/j.actatropica.2025.107657_bib0081 article-title: Enhancing PM2. 5 air pollution prediction performance by optimizing the Echo State network (ESN) deep learning model using new metaheuristic algorithms publication-title: Urban. Sci. doi: 10.3390/urbansci9050138 – volume: 13 start-page: 169 year: 2020 ident: 10.1016/j.actatropica.2025.107657_bib0021 article-title: Epidemiological, molecular characterization and risk factors of human brucellosis in Iran publication-title: Asian Pac. J. Trop. Med. doi: 10.4103/1995-7645.280224 – volume: 26 start-page: 404 year: 2013 ident: 10.1016/j.actatropica.2025.107657_bib0064 article-title: Brucellosis in low-income and middle-income countries publication-title: Curr. Opin. Infect. Dis. doi: 10.1097/QCO.0b013e3283638104 – volume: 228 year: 2022 ident: 10.1016/j.actatropica.2025.107657_bib0008 article-title: Spatial modeling of zoonotic cutaneous leishmaniasis with regard to potential environmental factors using ANFIS and PCA-ANFIS methods publication-title: Acta Trop. doi: 10.1016/j.actatropica.2021.106296 – volume: 97 year: 2022 ident: 10.1016/j.actatropica.2025.107657_bib0051 article-title: Tuning hyperparameters of machine learning algorithms and deep neural networks using metaheuristics: a bioinformatics study on biomedical and biological cases publication-title: Comput. Biol. Chem. doi: 10.1016/j.compbiolchem.2021.107619 – volume: 48 start-page: 132 year: 2019 ident: 10.1016/j.actatropica.2025.107657_bib0013 article-title: The prevalence of brucellosis in different provinces of Iran during 2013–2015 publication-title: Iran. J. Public Health – volume: 260 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0031 article-title: Spatial prediction of human brucellosis susceptibility using an explainable optimized adaptive neuro fuzzy inference system publication-title: Acta Trop. doi: 10.1016/j.actatropica.2024.107483 – volume: 31 start-page: 24235 issue: 16 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0011 article-title: Comparative study for coastal aquifer vulnerability assessment using deep learning and metaheuristic algorithms publication-title: Environ. Sci. Pollut. Res. doi: 10.1007/s11356-024-32706-2 – volume: 24 start-page: 60 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0023 article-title: Modelling the risk of japanese encephalitis virus in Victoria, Australia, using an expert-systems approach publication-title: BMC. Infect. Dis. doi: 10.1186/s12879-023-08741-8 – volume: 37 start-page: 1 year: 2025 ident: 10.1016/j.actatropica.2025.107657_bib0065 article-title: A review of feature selection methods based on metaheuristic algorithms publication-title: J. Exp. Theor. Artif. Intell. doi: 10.1080/0952813X.2023.2183267 – volume: 209 year: 2022 ident: 10.1016/j.actatropica.2025.107657_bib0083 article-title: Identification of suitable areas for African swine fever occurrence in china using geographic information system-based multi-criteria analysis publication-title: Prev. Vet. Med. doi: 10.1016/j.prevetmed.2022.105794 – volume: 23 start-page: 184 year: 2017 ident: 10.1016/j.actatropica.2025.107657_bib0037 article-title: Changing epidemiology of human brucellosis, China, 1955–2014 publication-title: Emerg. Infect. Dis. doi: 10.3201/eid2302.151710 – volume: 216 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0041 article-title: Flow direction algorithm-based optimal power flow analysis in the presence of stochastic renewable energy sources publication-title: Electr. Power Syst. Res. doi: 10.1016/j.epsr.2022.109087 – start-page: 10 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0029 article-title: Bovine brucellosis, associated risk factors and preventive measures in industrial cattle farms publication-title: Heliyon. – volume: 300 start-page: 70 year: 2018 ident: 10.1016/j.actatropica.2025.107657_bib0012 article-title: Feature selection in machine learning: a new perspective publication-title: Neurocomputing. doi: 10.1016/j.neucom.2017.11.077 – volume: 3 start-page: 19 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0028 article-title: Brucellosis: why is it eradicated from domestic livestock in the United States but not in the Nile River Basin countries? publication-title: Ger. J. Microbiol. doi: 10.51585/gjm.2023.2.0026 – volume: 24 start-page: 1230 issue: 4 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0043 article-title: Hyperparameter optimization with genetic algorithms and xgboost: a step forward in smart grid fraud detection publication-title: Sensors doi: 10.3390/s24041230 – volume: 18 start-page: 1 year: 2018 ident: 10.1016/j.actatropica.2025.107657_bib0024 article-title: Brucellosis remains a neglected disease in the developing world: a call for interdisciplinary action publication-title: BMC. Public Health doi: 10.1186/s12889-017-5016-y – volume: 1 start-page: 67 issue: 1 year: 1997 ident: 10.1016/j.actatropica.2025.107657_bib0074 article-title: No free lunch theorems for optimization publication-title: IEEe Trans. Evol. Comput. doi: 10.1109/4235.585893 – volume: 173 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0079 article-title: A modified feature selection method based on metaheuristic algorithms for speech emotion recognition publication-title: Appl. Acoust. doi: 10.1016/j.apacoust.2020.107721 – volume: 85 start-page: 790 year: 2016 ident: 10.1016/j.actatropica.2025.107657_bib0066 article-title: Wind speed forecasting for wind farms: a method based on support vector regression publication-title: Renew. Energy doi: 10.1016/j.renene.2015.07.004 – volume: 277 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0030 article-title: Enhancing a convolutional neural network model for land subsidence susceptibility mapping using hybrid metaheuristic algorithms publication-title: Int. J. Coal. Geol. doi: 10.1016/j.coal.2023.104350 – volume: 375 year: 2025 ident: 10.1016/j.actatropica.2025.107657_bib0063 article-title: Improving flood-prone areas mapping using geospatial artificial intelligence (GeoAI): a non-parametric algorithm enhanced by math-based metaheuristic algorithms publication-title: J. Env. Manage doi: 10.1016/j.jenvman.2025.124238 – volume: 17 start-page: 1 year: 2017 ident: 10.1016/j.actatropica.2025.107657_bib0039 article-title: Application of the analytic hierarchy approach to the risk assessment of Zika virus disease transmission in Guangdong Province, China publication-title: BMC. Infect. Dis. doi: 10.1186/s12879-016-2170-2 – volume: 10 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0001 article-title: Knowledge, attitudes, and practices regarding brucellosis in a rural population: a cross-sectional study publication-title: Heliyon. doi: 10.1016/j.heliyon.2024.e28041 – start-page: 511 year: 2019 ident: 10.1016/j.actatropica.2025.107657_bib0006 article-title: Modeling and siting of wind farms using Support Vector Regression (SVR) – volume: 9 start-page: 1 year: 2013 ident: 10.1016/j.actatropica.2025.107657_bib0045 article-title: S-shaped versus V-shaped transfer functions for binary particle swarm optimization publication-title: Swarm. Evol. Comput. doi: 10.1016/j.swevo.2012.09.002 – volume: 11 start-page: 6449 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0060 article-title: Combinatorial optimization problems and metaheuristics: review, challenges, design, and development publication-title: Appl. Sci. doi: 10.3390/app11146449 – year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0015 – volume: 62 start-page: E635 year: 2021 ident: 10.1016/j.actatropica.2025.107657_bib0069 article-title: The incidence and geographical distribution of brucellosis in Iran using geographic information system and prediction of its incidence in 2021 publication-title: J. Prev. Med. Hyg. – volume: 214 year: 2023 ident: 10.1016/j.actatropica.2025.107657_bib0034 article-title: SemiACO: a semi-supervised feature selection based on ant colony optimization publication-title: Expert. Syst. Appl. doi: 10.1016/j.eswa.2022.119130 – volume: 15 start-page: 666 year: 2024 ident: 10.1016/j.actatropica.2025.107657_bib0067 article-title: Epidemiology of brucellosis in Mazandaran, North of Iran in a nine-year period (2009-2017) publication-title: Casp. J. Intern. Med.
SSID	ssj0012752
Score	2.435
Snippet	Human Brucellosis, a neglected zoonotic disease, affects 1.6 to 2.1 million people globally each year. In Iran, it has become a significant health concern,...
SourceID	proquest pubmed crossref elsevier
SourceType	Aggregation Database Index Database Publisher
StartPage	107657
SubjectTerms	Algorithms brucellosis Brucellosis - epidemiology decision making Disease Susceptibility Feature selection Human brucellosis susceptibility mapping Humans Hyperparameter tuning Iran Iran - epidemiology Machine Learning Metaheuristics algorithms mutation people Support vector regression zoonoses
Title	Improving human brucellosis susceptibility mapping using effective and simultaneously metaheuristic-based feature selection and hyperparameter tuning
URI	https://dx.doi.org/10.1016/j.actatropica.2025.107657 https://www.ncbi.nlm.nih.gov/pubmed/40389189 https://www.proquest.com/docview/3205818017 https://www.proquest.com/docview/3242052813
Volume	267
WOSCitedRecordID	wos001499253700001&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: 1873-6254 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0012752 issn: 0001-706X databaseCode: AIEXJ dateStart: 19950301 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bb9MwFLa6DU28IDZu5TJ5Eg-gKlPuiSVeKjQEE0w8DFTxEtmOQzrStGqSafshvPNTOb4kaYHCQOIlqqzYdXq-nuPjfP4OQk8DQqKAppHlE5pafkgzi4QstsKIQniCPpmSa_r4Njo9jScT8n4w-NaehbkoorKMLy_J4r-aGtrA2PLo7F-YuxsUGuAzGB2uYHa4Xsvw_TaBrr_HpPWKYi6VR6qmUjQWxYi9Gs3oQh2XatSGgaZ2SCaR2kyfSq4hLcW8qYorWWma5qLRus6WjH3pKBNKFXRUqVo6La85h8x2KRXFZ5JpM6qbso2Ordgtr-moXs4XKzShT_J0jfJXsx6uJzSj-iD8uJh2yCxElYvpl9y0A8A-53S5unvhBh3TtffIjhXZqpph55FdXaHD-FRIUEMtYv2Tu9c7D-cAvZqaeR_Jbznq-6xLbP8Q-jpCYst1O09WhkrkUIkeagvtuFFAwPXvjN8cT066N1XQqhXpzXPsosOeQ7hhXpvWQJtyHLXWObuNbpkkBY81uPbQQJT7aPedoWHsoz0TESr8zMiWP7-DvnbAwwp4eAV4eB142AAPK-DhDngYUIDXgYd_ATxsgIc74KmO68DDGnh30YdXx2cvX1um6IfFvSCsrTAglKcZh1DkxjQOAo9ymztE2A4nXGS-JyDnJp7DWGAz6oUQojzI6VPuu6ksoXcPbZfzUjxAmIKjCZnHOIU1rONRxnybETt1CMucNHaGyG3NkCy0tkvyRyAM0YvWYIlZpOrFZwKgvE73w9bICThyaQb9gyaeawdSeMH57T0-3OXGjjdE9zVCupn7UirTicnDf3mqR-hm_-98jLbrZSOeoBv8op5WywO0FU3iA4P872Ku5YY
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=Improving+human+brucellosis+susceptibility+mapping+using+effective+and+simultaneously+metaheuristic-based+feature+selection+and+hyperparameter+tuning&rft.jtitle=Acta+tropica&rft.au=Zandi%2C+Iman&rft.au=Jafari%2C+Ali&rft.au=Alesheikh%2C+Ali+Asghar&rft.date=2025-07-01&rft.issn=0001-706X&rft.volume=267&rft.spage=107657&rft_id=info:doi/10.1016%2Fj.actatropica.2025.107657&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_actatropica_2025_107657
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0001-706X&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0001-706X&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0001-706X&client=summon