{"id":"W2904886331","doi":"10.3389/fninf.2018.00102","title":"An Empirical Comparison of Meta- and Mega-Analysis With Data From the ENIGMA Obsessive-Compulsive Disorder Working Group","year":2019,"lang":"en","type":"article","venue":"Frontiers in Neuroinformatics","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; St Joseph's Health Care; St. Joseph’s Healthcare Hamilton; Hospital for Sick Children; Centre for Addiction and Mental Health","funders":"Clinical and Translational Science Institute, University of California, Los Angeles; European Regional Development Fund; Japan Society for the Promotion of Science; H. Lundbeck A/S; National Institute of Mental Health; Ministero della Salute; Ministry of Education, Culture, Sports, Science and Technology; The Wellcome Trust DBT India Alliance; Deutsche Forschungsgemeinschaft; Instituto de Salud Carlos III; ZonMw; Department of Science and Technology, Ministry of Science and Technology, India; National Center for Advancing Translational Sciences; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Wellcome Trust; National Alliance for Research on Schizophrenia and Depression; International OCD Foundation; National Institutes of Health; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Department of Biotechnology, Ministry of Science and Technology, India; Agència de Gestió d'Ajuts Universitaris i de Recerca; National Science Foundation","keywords":"Meta-analysis; Random effects model; Pooling; Linear model; Mega-; Linear regression; Statistics; Confidence interval; Generalized linear mixed model; Meta-regression; Econometrics; Regression analysis; Subgroup analysis; Computer science; Mathematics; Medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3627515,0.003805566,0.01094776,0.01456336,0.001315272,0.006673355,0.005718134,0.003901953,0.003883139],"category_scores_gemma":[0.6338714,0.002624174,0.03989291,0.0197286,0.003226185,0.005974901,0.004566972,0.00416434,0.0006569411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019458,"about_ca_system_score_gemma":0.002571571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001828503,"about_ca_topic_score_gemma":0.002246624,"domain_scores_codex":[0.5315212,0.3828708,0.04032526,0.02461883,0.01936548,0.001298441],"domain_scores_gemma":[0.2312123,0.6742129,0.0342398,0.0485147,0.01087198,0.0009482692],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003158815,0.00006898803,0.06677682,0.03667633,0.8455558,0.0005773637,0.0007915164,0.006147816,0.0007072766,0.004653038,0.003971712,0.03091447],"study_design_scores_gemma":[0.002356931,0.001189062,0.05974803,0.01737407,0.8525494,0.0014785,0.0006820891,0.01697148,0.001751098,0.02574617,0.01982329,0.0003297798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07520672,0.4402755,0.4506618,0.007438514,0.002395943,0.004714711,0.01364542,0.001659479,0.00400181],"genre_scores_gemma":[0.7695029,0.02711643,0.1816929,0.003159283,0.0007297908,0.009438427,0.006610578,0.001090822,0.0006587831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6372485,"threshold_uncertainty_score":0.7858409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043078712586753,"score_gpt":0.3254795670757817,"score_spread":0.2211716958171064,"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."}}