{"id":"W4236502875","doi":"10.1002/9781118970843.ch197","title":"Depression","year":2020,"lang":"en","type":"other","venue":"The Wiley Encyclopedia of Personality and Individual Differences","topic":"Treatment of Major Depression","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Neurostimulation; Psychology; Major depressive disorder; Clinical psychology; Depression (economics); Electroconvulsive therapy; Cognitive behavioral therapy; Cognition; Psychiatry; Behavioral activation; Psychological intervention; Psychosocial; Psychotherapist; Interpersonal psychotherapy; Medicine; Neuroscience; Randomized controlled trial; Internal medicine; Stimulation","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":[0.0004572126,0.000330617,0.0003554691,0.0004381836,0.0004580556,0.0009097942,0.0004108901,0.0004917814,0.1588416],"category_scores_gemma":[0.001732286,0.0001027319,0.0003134515,0.0004597363,0.0001365707,0.0002826861,0.0005888091,0.0006712749,0.08448387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005469543,"about_ca_system_score_gemma":0.0008602148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001493766,"about_ca_topic_score_gemma":0.004209016,"domain_scores_codex":[0.9997155,0.00006686765,0.00002983732,0.00003826295,0.0001059513,0.00004358204],"domain_scores_gemma":[0.9996802,0.00004495768,0.00002463184,0.00004098154,0.0001217851,0.00008749568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002083302,0.0001297204,0.003215878,0.0005010245,0.00004016972,0.0002508681,0.0001246823,0.00003100038,0.0005364193,0.003713051,0.4472837,0.5439652],"study_design_scores_gemma":[0.00006641914,0.00007288922,0.0103303,0.0003380834,0.00002316674,0.001111137,0.00008973791,0.00004292573,0.0001945372,0.001958211,0.9857644,0.00000816799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01068755,0.03288136,0.00268354,0.01092535,0.002714803,0.001041186,0.0188732,0.001232351,0.9189606],"genre_scores_gemma":[0.1037469,0.03573775,0.006196529,0.01232717,0.001524398,0.001221047,0.02356115,0.0002579303,0.8154271],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1588416,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03655931125365377,"score_gpt":0.2694083002047921,"score_spread":0.2328489889511383,"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."}}