{"id":"W4224947618","doi":"10.1038/s41467-022-29766-8","title":"Shared and unique brain network features predict cognitive, personality, and mental health scores in the ABCD study","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":240,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Mila - Quebec Artificial Intelligence Institute; Montreal Neurological Institute and Hospital","funders":"National Institutes of Health; National Institute on Drug Abuse; National Supercomputing Centre Singapore; National Institute of Mental Health; Medical Research Council; National Medical Research Council; National Research Foundation Singapore; National Research Foundation","keywords":"Connectome; Resting state fMRI; Cognition; Psychology; Human Connectome Project; Personality; Cognitive psychology; Big Five personality traits; Task (project management); Functional connectivity; Developmental psychology; Neuroscience; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006745434,0.0003108232,0.0003086192,0.0006829255,0.0005056216,0.0008876371,0.0003501354,0.0003740906,0.001468325],"category_scores_gemma":[0.003508855,0.0002042822,0.0002702693,0.0005464814,0.0005857043,0.0004673396,0.0008485359,0.0007518679,0.0001567266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003407719,"about_ca_system_score_gemma":0.0002697943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01638074,"about_ca_topic_score_gemma":0.02295873,"domain_scores_codex":[0.9996384,0.00007455139,0.00003091541,0.0001406332,0.00005788161,0.00005756831],"domain_scores_gemma":[0.9985623,0.0003329432,0.0005064551,0.0002355926,0.000113978,0.0002488375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000112511,0.00003284569,0.9928005,0.00001262755,0.00008451087,0.0002295415,0.0008966428,0.0001207684,0.001727104,0.0002268307,0.0002798782,0.00347629],"study_design_scores_gemma":[0.000002164359,0.00001319453,0.999006,0.000004732532,0.00001228852,0.0002161886,0.0001856396,0.0001958566,0.00009764503,0.0001276309,0.0001358136,0.000002982727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991831,0.00005706251,0.0001471937,0.00005073715,0.000002814412,0.000004190576,0.0002302389,0.00000251682,0.0003220484],"genre_scores_gemma":[0.9992222,0.00003546482,0.0002072257,0.00002051989,0.000003291609,0.0000110682,0.0002982574,0.000005843312,0.0001960837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01638074,"threshold_uncertainty_score":0.03257078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04910971647113658,"score_gpt":0.3457634903411572,"score_spread":0.2966537738700206,"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."}}