{"id":"https://openalex.org/W4391144407","doi":"https://doi.org/10.1007/s13721-023-00439-w","title":"The application of exponential random graph models to collaboration networks in biomedical and health sciences: a review","display_name":"The application of exponential random graph models to collaboration networks in biomedical and health sciences: a review","publication_year":2024,"publication_date":"2024-01-23","ids":{"openalex":"https://openalex.org/W4391144407","doi":"https://doi.org/10.1007/s13721-023-00439-w"},"language":"en","primary_location":{"id":"doi:10.1007/s13721-023-00439-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13721-023-00439-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13721-023-00439-w.pdf","source":{"id":"https://openalex.org/S4210178532","display_name":"Network Modeling Analysis in Health Informatics and Bioinformatics","issn_l":"2192-6662","issn":["2192-6662","2192-6670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310321666","host_organization_name":"Springer Vienna","host_organization_lineage":["https://openalex.org/P4310321666","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Vienna","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Network Modeling Analysis in Health Informatics and Bioinformatics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13721-023-00439-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085347094","display_name":"Fei Yu","orcid":"https://orcid.org/0000-0003-1079-1590"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Fei Yu","raw_affiliation_strings":["Health Sciences Library, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA"],"affiliations":[{"raw_affiliation_string":"Health Sciences Library, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018693002","display_name":"Helal El-Zaatari","orcid":"https://orcid.org/0000-0003-0617-1559"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Helal M. El-Zaatari","raw_affiliation_strings":["Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045963637","display_name":"Michael R. Kosorok","orcid":"https://orcid.org/0000-0002-6070-9738"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael R. Kosorok","raw_affiliation_strings":["Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077280937","display_name":"Andrea Carnegie","orcid":null},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrea Carnegie","raw_affiliation_strings":["North Carolina Translational and Clinical Sciences Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"North Carolina Translational and Clinical Sciences Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]},{"raw_affiliation_string":"School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067835918","display_name":"Gaurav Dave","orcid":"https://orcid.org/0000-0003-0825-1595"},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gaurav Dave","raw_affiliation_strings":["North Carolina Translational and Clinical Sciences Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA"],"affiliations":[{"raw_affiliation_string":"North Carolina Translational and Clinical Sciences Institute, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]},{"raw_affiliation_string":"School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA","institution_ids":["https://openalex.org/I114027177"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5085347094"],"corresponding_institution_ids":["https://openalex.org/I114027177"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.7064,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.88997832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"13","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9559999704360962,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9455000162124634,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/exponential-random-graph-models","display_name":"Exponential random graph models","score":0.7035158276557922},{"id":"https://openalex.org/keywords/exponential-function","display_name":"Exponential function","score":0.501734733581543},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.47206953167915344},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.4488447606563568},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4226016700267792},{"id":"https://openalex.org/keywords/random-graph","display_name":"Random graph","score":0.4192768335342407},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4137512445449829},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.34114253520965576},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2485101819038391},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.19265130162239075},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.12657392024993896},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.07422488927841187}],"concepts":[{"id":"https://openalex.org/C30549945","wikidata":"https://www.wikidata.org/wiki/Q5421526","display_name":"Exponential random graph models","level":4,"score":0.7035158276557922},{"id":"https://openalex.org/C151376022","wikidata":"https://www.wikidata.org/wiki/Q168698","display_name":"Exponential function","level":2,"score":0.501734733581543},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.47206953167915344},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.4488447606563568},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4226016700267792},{"id":"https://openalex.org/C47458327","wikidata":"https://www.wikidata.org/wiki/Q910404","display_name":"Random graph","level":3,"score":0.4192768335342407},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4137512445449829},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.34114253520965576},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2485101819038391},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.19265130162239075},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.12657392024993896},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.07422488927841187},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13721-023-00439-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13721-023-00439-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13721-023-00439-w.pdf","source":{"id":"https://openalex.org/S4210178532","display_name":"Network Modeling Analysis in Health Informatics and Bioinformatics","issn_l":"2192-6662","issn":["2192-6662","2192-6670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310321666","host_organization_name":"Springer Vienna","host_organization_lineage":["https://openalex.org/P4310321666","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Vienna","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Network Modeling Analysis in Health Informatics and Bioinformatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s13721-023-00439-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13721-023-00439-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13721-023-00439-w.pdf","source":{"id":"https://openalex.org/S4210178532","display_name":"Network Modeling Analysis in Health Informatics and Bioinformatics","issn_l":"2192-6662","issn":["2192-6662","2192-6670"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310321666","host_organization_name":"Springer Vienna","host_organization_lineage":["https://openalex.org/P4310321666","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Vienna","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Network Modeling Analysis in Health Informatics and Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","score":0.5699999928474426,"display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G6482801428","display_name":null,"funder_award_id":"UL1TR002489","funder_id":"https://openalex.org/F4320337472","funder_display_name":"National Center for Advancing Translational Sciences"}],"funders":[{"id":"https://openalex.org/F4320319949","display_name":"International Development Research Centre","ror":"https://ror.org/0445x0472"},{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"},{"id":"https://openalex.org/F4320321469","display_name":"Bundesministerium f\u00fcr Wirtschaft und Technologie","ror":"https://ror.org/02vgg2808"},{"id":"https://openalex.org/F4320321873","display_name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","ror":"https://ror.org/0166hxq48"},{"id":"https://openalex.org/F4320322220","display_name":"Department of Health and Aged Care, Australian Government","ror":"https://ror.org/02swcnz29"},{"id":"https://openalex.org/F4320324195","display_name":"Medical Research Council Canada","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332162","display_name":"Centers for Disease Control and Prevention","ror":"https://ror.org/042twtr12"},{"id":"https://openalex.org/F4320332498","display_name":"Quality Enhancement Research Initiative","ror":"https://ror.org/03cdz5d08"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320334705","display_name":"National Health and Medical Research Council","ror":"https://ror.org/011kf5r70"},{"id":"https://openalex.org/F4320334737","display_name":"National Medical Research Council","ror":"https://ror.org/04x3cxs03"},{"id":"https://openalex.org/F4320336060","display_name":"Bundesministerium f\u00fcr Umwelt, Naturschutz, nukleare Sicherheit und Verbraucherschutz","ror":null},{"id":"https://openalex.org/F4320337337","display_name":"National Institute on Aging","ror":"https://ror.org/049v75w11"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"},{"id":"https://openalex.org/F4320337347","display_name":"National Institute on Drug Abuse","ror":"https://ror.org/00fq5cm18"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"},{"id":"https://openalex.org/F4320337356","display_name":"Fogarty International Center","ror":"https://ror.org/02xey9a22"},{"id":"https://openalex.org/F4320337357","display_name":"National Institute of Diabetes and Digestive and Kidney Diseases","ror":"https://ror.org/00adh9b73"},{"id":"https://openalex.org/F4320337365","display_name":"National Institute of Dental and Craniofacial Research","ror":"https://ror.org/004a2wv92"},{"id":"https://openalex.org/F4320337472","display_name":"National Center for Advancing Translational Sciences","ror":"https://ror.org/04pw6fb54"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4391144407.pdf"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1825475837","https://openalex.org/W1855299264","https://openalex.org/W1969656418","https://openalex.org/W1985775563","https://openalex.org/W1987929215","https://openalex.org/W1994925965","https://openalex.org/W1997928244","https://openalex.org/W2004571168","https://openalex.org/W2006427886","https://openalex.org/W2022175614","https://openalex.org/W2036410617","https://openalex.org/W2040129199","https://openalex.org/W2054212442","https://openalex.org/W2055517352","https://openalex.org/W2057453062","https://openalex.org/W2059084201","https://openalex.org/W2072832651","https://openalex.org/W2083046461","https://openalex.org/W2120109270","https://openalex.org/W2135838082","https://openalex.org/W2137801767","https://openalex.org/W2141022100","https://openalex.org/W2144728346","https://openalex.org/W2154117012","https://openalex.org/W2344642348","https://openalex.org/W2479512057","https://openalex.org/W2558662988","https://openalex.org/W2607158724","https://openalex.org/W2790270458","https://openalex.org/W2799315053","https://openalex.org/W2883026174","https://openalex.org/W2890998455","https://openalex.org/W2892231613","https://openalex.org/W2914057101","https://openalex.org/W2939918494","https://openalex.org/W2953252885","https://openalex.org/W2970770193","https://openalex.org/W3003536453","https://openalex.org/W3014182976","https://openalex.org/W3015033992","https://openalex.org/W3088858001","https://openalex.org/W3092407092","https://openalex.org/W3111238755","https://openalex.org/W3118615836","https://openalex.org/W3200819201","https://openalex.org/W4281253023","https://openalex.org/W4281666102","https://openalex.org/W4288420785","https://openalex.org/W4382051774","https://openalex.org/W4385371140"],"related_works":["https://openalex.org/W3102036813","https://openalex.org/W2600013268","https://openalex.org/W2359341608","https://openalex.org/W2597949273","https://openalex.org/W3007771191","https://openalex.org/W3106517793","https://openalex.org/W2154529522","https://openalex.org/W1967599767","https://openalex.org/W4225934700","https://openalex.org/W2483587347"],"abstract_inverted_index":{"Abstract":[0],"Collaboration":[1],"has":[2],"become":[3],"crucial":[4],"in":[5,9,19,66,81,191,202],"solving":[6],"scientific":[7],"problems":[8],"biomedical":[10],"and":[11,31,41,77,109,129,138,152,170,198,206,216],"health":[12,82,192],"sciences.":[13],"There":[14],"is":[15,221],"a":[16,37,72,89,94,203],"growing":[17],"interest":[18],"applying":[20],"social":[21,46,217],"network":[22,67,125,176],"analysis":[23],"to":[24,28,58,75,173,196,212,223],"professional":[25,224],"associations":[26],"aiming":[27],"leverage":[29],"expertise":[30],"resources":[32],"for":[33,44,63,124],"optimal":[34],"synergy.":[35],"As":[36],"set":[38],"of":[39,61,88,96,122,188],"computational":[40],"statistical":[42],"methods":[43],"analyzing":[45],"networks,":[47],"exponential":[48],"random":[49],"graph":[50],"models":[51],"(ERGMs)":[52],"examine":[53,213],"complex":[54,214],"collaborative":[55,204],"networks":[56],"due":[57],"their":[59],"uniqueness":[60],"allowing":[62],"non-independent":[64],"variables":[65,154],"modeling.":[68],"This":[69],"study":[70],"took":[71],"review":[73],"approach":[74],"collect":[76],"analyze":[78],"ERGM":[79,128,189],"applications":[80,190],"sciences":[83],"by":[84],"following":[85],"the":[86,114,145,166,174,184],"protocol":[87],"systematic":[90],"review.":[91],"We":[92],"included":[93],"total":[95],"30":[97],"studies.":[98],"The":[99],"bibliometric":[100],"characteristics":[101],"revealed":[102],"significant":[103],"authors,":[104],"institutions,":[105],"countries,":[106],"funding":[107],"agencies,":[108],"citation":[110],"impact":[111],"associated":[112],"with":[113],"publications.":[115],"In":[116],"addition,":[117],"we":[118],"observed":[119],"five":[120],"types":[121],"ERGMs":[123],"modeling":[126],"(standard":[127],"its":[130],"extensions\u2014Bayesian":[131],"ERGM,":[132,134,137,147],"temporal":[133,136],"separable":[135],"multilevel":[139],"ERGM).":[140],"Most":[141],"studies":[142,211],"(80%)":[143],"used":[144],"standard":[146],"which":[148,220],"possesses":[149],"only":[150],"endogenous":[151],"exogenous":[153],"examining":[155],"either":[156],"micro-":[157],"(individual-based)":[158],"or":[159],"macro-level":[160],"(organization-based)":[161],"collaborations":[162],"without":[163],"exploring":[164],"how":[165],"links":[167],"between":[168],"individuals":[169],"organizations":[171],"contribute":[172],"overall":[175],"structure.":[177],"Our":[178],"findings":[179],"help":[180],"researchers":[181],"(a)":[182],"understand":[183],"extant":[185],"research":[186],"landscape":[187],"sciences,":[193],"(b)":[194],"learn":[195],"control":[197],"predict":[199],"connection":[200],"occurrence":[201],"network,":[205],"(c)":[207],"better":[208],"design":[209],"ERGM-applied":[210],"relations":[215],"system":[218],"structure,":[219],"native":[222],"collaborations.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-04T09:10:02.777135","created_date":"2025-10-10T00:00:00"}