{"id":"W3158781646","doi":"10.12688/f1000research.51475.1","title":"Brain structural abnormalities in six major psychiatric disorders: shared variation and network perspectives","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Schizophrenia (object-oriented programming); Major depressive disorder; Autism spectrum disorder; Bipolar disorder; Betweenness centrality; Psychology; Neuroscience; Psychiatry; Autism; Clinical psychology; Medicine; Centrality; Cognition","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000988117,0.0003624498,0.0004564931,0.0005001905,0.0004885675,0.0005935631,0.0005003712,0.0002508001,0.0003704671],"category_scores_gemma":[0.012889,0.0003745016,0.00012319,0.0009806126,0.0003597826,0.0004116927,0.002228632,0.001445007,0.00001295137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002930471,"about_ca_system_score_gemma":0.0003686206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700906,"about_ca_topic_score_gemma":0.003111558,"domain_scores_codex":[0.9952957,0.00119523,0.0003703861,0.001455682,0.0009492168,0.0007338051],"domain_scores_gemma":[0.9913157,0.007757404,0.0001267241,0.0005252288,0.0001673993,0.0001076105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00295737,0.001367312,0.500001,0.005551739,0.0007945807,0.0004836535,0.1829286,0.04516932,0.01163399,0.1306074,0.101943,0.01656199],"study_design_scores_gemma":[0.001085595,0.0001764616,0.9200749,0.0001735188,0.00002001025,0.00002465556,0.005983463,0.01159796,0.0001299537,0.05892536,0.001079621,0.0007284879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522174,0.00576174,0.0001618725,0.03658904,0.001264705,0.00135228,0.0001741868,0.0001545216,0.002324229],"genre_scores_gemma":[0.9957113,0.0008230865,0.0006891854,0.0005716131,0.0007302203,0.0002815241,0.00004010575,0.00005491525,0.001098102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4200739,"threshold_uncertainty_score":0.9998707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589072453078572,"score_gpt":0.3206625546385131,"score_spread":0.2847718301077274,"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."}}