{"id":"W3030237281","doi":"10.1016/j.neuroimage.2020.116956","title":"Increased power by harmonizing structural MRI site differences with the ComBat batch adjustment method in ENIGMA","year":2020,"lang":"en","type":"article","venue":"NeuroImage","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":274,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Cilag; Singapore Bioimaging Consortium; European Social Fund; National Institute of Biomedical Imaging and Bioengineering; National Institute of Mental Health; National Institute on Aging; National Institute on Alcohol Abuse and Alcoholism; National Center for Advancing Translational Sciences; Seventh Framework Programme; Medizinische Fakultät, Westfälische Wilhelms-Universität Münster; National Health and Medical Research Council; Maryland Population Research Center, University of Maryland; University Research Committee, Emory University; Horizon 2020 Framework Programme; Allergan; National Institutes of Health; Australian Schizophrenia Research Bank; Ramsay Health Care; Mitsubishi Tanabe Pharma Corporation; Medical Research Council; Servier; National Healthcare Group; Beijing Municipal Administration of Hospitals; Beijing Municipal Science and Technology Commission; University of Cape Town; Department of Science and Technology, Republic of South Africa; Natural Science Foundation of Beijing Municipality; Instituto de Salud Carlos III; National Natural Science Foundation of China; National Research Foundation of Korea; Beijing Municipal Administration of Hospitals Clinical Medicine Development of Special Funding Support; Ministry of Science, ICT and Future Planning; Astellas Foundation for Research on Metabolic Disorders; Dainippon Sumitomo Pharma; Gedeon Richter; Centre of Excellence in Cognition and its Disorders, Australian Research Council; Ministero della Salute; Macquarie University; Generalitat de Catalunya; Northwestern Polytechnical University; Bundesministerium für Bildung und Forschung; Russian Foundation for Basic Research; NSW Ministry of Health; New Partnership for Africa's Development; Astellas Pharma; European Regional Development Fund; Deutsches Zentrum für Luft- und Raumfahrt; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University of Pennsylvania; Sylvia and Charles Viertel Charitable Foundation; National Research Foundation; McGill University; Brain and Behavior Research Foundation; Office of Health and Medical Research; Genentech; European Commission; South African Medical Research Council; National Institute on Drug Abuse; State of Maryland; Ministerio de Ciencia, Innovación y Universidades; Pratt Foundation; Deutsche Forschungsgemeinschaft; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Schizophrenia Research Fund; Fundación Mutua Madrileña; Centro de Investigación Biomédica en Red de Salud Mental; ZonMw; National Center for Research Resources; National Institute of General Medical Sciences; National Alliance for Research on Schizophrenia and Depression; Interdisziplinäres Zentrum für Klinische Forschung, Universitätsklinikum Würzburg; Universität Basel; Ministerio de Sanidad, Consumo y Bienestar Social; H. Lundbeck A/S; Fundación Alicia Koplowitz; Johns Hopkins University; Biogen; National Science Foundation","keywords":"Statistical power; Neuroimaging; Meta-analysis; Sample size determination; Random effects model; Schizophrenia (object-oriented programming); Harmonization; Statistical analysis; Computer science; Statistics; Medicine; Psychology; Neuroscience; Pathology; Mathematics; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001496961,0.0002475696,0.0002607484,0.00004120241,0.0002563926,0.000100404,0.0003370587,0.00003141369,0.00008328022],"category_scores_gemma":[0.00173583,0.0001556242,0.0000528136,0.0004539048,0.000179761,0.0002281671,0.0002206788,0.000410423,0.00002909369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003516481,"about_ca_system_score_gemma":0.00002916794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001281544,"about_ca_topic_score_gemma":0.00005458171,"domain_scores_codex":[0.9977076,0.0005999894,0.0001723303,0.0007196608,0.0004715747,0.0003288256],"domain_scores_gemma":[0.9952298,0.004302722,0.00009064423,0.0002518577,0.00002956929,0.0000954121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005036687,0.00008605287,0.02252724,0.00003401947,0.00001901019,0.0002851246,0.003608863,0.0001674327,0.9399416,0.0004674715,0.0312576,0.001101874],"study_design_scores_gemma":[0.00422996,0.001890448,0.7283592,0.00004066429,0.00008090656,0.0001691277,0.001349973,0.02267411,0.2203049,0.00036113,0.01937588,0.001163724],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483603,0.0001159438,0.0009096148,0.04911268,0.0001651854,0.0004073613,0.00006659598,0.0001082243,0.000754111],"genre_scores_gemma":[0.9732649,0.00001238315,0.0004570242,0.02607502,0.00005149078,0.00003227771,0.000002300364,0.00002485764,0.0000796994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7196367,"threshold_uncertainty_score":0.6346173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04914044444275351,"score_gpt":0.2646571731425079,"score_spread":0.2155167286997544,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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