{"id":"W4410494249","doi":"10.3390/brainsci15050525","title":"Physical, Cognitive, Social, and Functional Health Correlates of Major Depressive Disorder Subtypes: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Brain Sciences","topic":"Treatment of Major Depression","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Major depressive disorder; Clinical psychology; Psychology; Depression (economics); Cognition; Melancholic depression; Meta-analysis; Psychiatry; Medicine; Melancholia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005957097,0.00128381,0.007277538,0.007674356,0.0006446184,0.002261416,0.001876305,0.001608883,0.003459594],"category_scores_gemma":[0.02978158,0.001044462,0.007788972,0.008997245,0.0007196057,0.00166219,0.001356619,0.0009322349,0.0002294927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003382743,"about_ca_system_score_gemma":0.01036261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374267,"about_ca_topic_score_gemma":0.04230993,"domain_scores_codex":[0.9947365,0.001561805,0.002108592,0.0005049005,0.0008890881,0.0001990381],"domain_scores_gemma":[0.9812528,0.01264634,0.004144845,0.0002961214,0.001465209,0.0001945337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001378644,0.00001260966,0.002170148,0.9632679,0.01179514,0.00006609484,0.0001829548,0.0000869218,0.00008583273,0.0001433541,0.001213974,0.02083713],"study_design_scores_gemma":[0.0002489893,0.0001633786,0.01320148,0.8657795,0.1083082,0.000391481,0.000321034,0.0001206853,0.0001071793,0.0002609836,0.01105174,0.00004534536],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002056204,0.9963743,0.0001250902,0.0002379283,0.00006280812,0.0003124442,0.0005976019,0.000007299169,0.0002262034],"genre_scores_gemma":[0.03553121,0.9613159,0.0007846004,0.0006186632,0.00008245609,0.0009642793,0.0005609493,0.000006111488,0.0001358651],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01374267,"threshold_uncertainty_score":0.03150451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05455488778735942,"score_gpt":0.3941719606822084,"score_spread":0.339617072894849,"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."}}