{"id":"W4225873179","doi":"10.3389/fpsyt.2022.763380","title":"Integrating Evolutionary, Cultural, and Computational Psychiatry: A Multilevel Systemic Approach","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Mental Health Research Topics","field":"Psychology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Economic and Social Research Council; Canada First Research Excellence Fund; Social Sciences and Humanities Research Council of Canada; Wellcome Trust","keywords":"Perspective (graphical); Frame (networking); Major depressive disorder; Psychology; Computational model; Computer science; Cognitive science; Management science; Data science; Psychiatry; Artificial intelligence; Cognition","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001911118,0.0006683815,0.0005146531,0.001774358,0.001551021,0.003881701,0.001420712,0.001160411,0.003492835],"category_scores_gemma":[0.003575862,0.0003791154,0.0008745648,0.001033593,0.008063296,0.00439334,0.004708536,0.00238094,0.0002916274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482274,"about_ca_system_score_gemma":0.003736268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005407244,"about_ca_topic_score_gemma":0.006940419,"domain_scores_codex":[0.9990591,0.0005971154,0.00003422678,0.0001233873,0.0001130505,0.0000731425],"domain_scores_gemma":[0.9981492,0.001008271,0.0001862058,0.0002595617,0.0002039551,0.0001928347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007512066,0.00001353159,0.001933511,0.00006231401,0.00004156432,0.0001307678,0.001693775,0.007679814,0.000185159,0.9784179,0.0005326486,0.00930153],"study_design_scores_gemma":[0.000008565909,0.00002099067,0.001952371,0.00008504061,0.00004054401,0.000175563,0.001466374,0.02454492,0.0001020344,0.9620966,0.009486451,0.0000205539],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06927285,0.004832062,0.7830914,0.03744806,0.0003035633,0.0001137362,0.0002296242,0.000225641,0.1044831],"genre_scores_gemma":[0.8846788,0.002818168,0.1069483,0.001241395,0.0002110672,0.0001658633,0.0001382839,0.00006900168,0.003729092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005407244,"threshold_uncertainty_score":0.01801026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04051536169373274,"score_gpt":0.3621384485124984,"score_spread":0.3216230868187656,"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."}}