{"id":"W4391144407","doi":"10.1007/s13721-023-00439-w","title":"The application of exponential random graph models to collaboration networks in biomedical and health sciences: a review","year":2024,"lang":"en","type":"review","venue":"Network Modeling Analysis in Health Informatics and Bioinformatics","topic":"Mental Health Research Topics","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Institute on Drug Abuse; Fogarty International Center; National Institute of Mental Health; National Institute on Aging; Bundesministerium für Umwelt, Naturschutz, nukleare Sicherheit und Verbraucherschutz; Bundesministerium für Wirtschaft und Technologie; National Health and Medical Research Council; National Institute of Dental and Craniofacial Research; Centers for Disease Control and Prevention; International Development Research Centre; National Institutes of Health; Medical Research Council Canada; Canadian Institutes of Health Research; National Cancer Institute; National Medical Research Council; Ministero dell’Istruzione, dell’Università e della Ricerca; Department of Health and Aged Care, Australian Government; National Institute of General Medical Sciences; Bundesministerium für Bildung und Forschung; Quality Enhancement Research Initiative","keywords":"Exponential random graph models; Exponential function; Graph; Health informatics; Computer science; Random graph; Data science; Theoretical computer science; Mathematics; Medicine; Public health; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.005810721,0.0008987499,0.001384726,0.00742067,0.000420365,0.00179285,0.001504217,0.001323984,0.00180856],"category_scores_gemma":[0.02225143,0.0004803087,0.002478943,0.008541726,0.0006736157,0.003135296,0.0008232943,0.0009482129,0.0002823965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925765,"about_ca_system_score_gemma":0.002917521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005206357,"about_ca_topic_score_gemma":0.006303662,"domain_scores_codex":[0.9972035,0.001582315,0.0002929378,0.0003468341,0.0004999639,0.00007455044],"domain_scores_gemma":[0.969475,0.02707488,0.001682506,0.0003512046,0.001287087,0.0001294132],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000162618,0.0001584363,0.01034854,0.1185884,0.004039539,0.0005069117,0.0007612454,0.02934377,0.0003667751,0.08663764,0.01422082,0.7348653],"study_design_scores_gemma":[0.000188657,0.0006116757,0.03865427,0.162678,0.01770248,0.003908705,0.002148533,0.1158942,0.00148422,0.2532903,0.4029621,0.0004767885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002964182,0.9818068,0.01179546,0.001457715,0.0002160913,0.00006390504,0.0001573301,0.00003721439,0.001501292],"genre_scores_gemma":[0.06085659,0.9302697,0.007505988,0.0003797094,0.0003297249,0.000141695,0.0001947556,0.00001335316,0.0003085468],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9941893,"threshold_uncertainty_score":0.03073043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1523440179693551,"score_gpt":0.4851338520914578,"score_spread":0.3327898341221027,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}