{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000127243,0.000331196,0.0006413754,0.00008745622,0.00007703617,0.00001922375,0.0002576745,0.0002872335,0.002437749],"category_scores_gemma":[0.00009533459,0.0001807041,0.0001285394,0.0001035349,0.0003922906,0.00003496577,0.0001909701,0.0003444634,0.00002549545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008591981,"about_ca_system_score_gemma":0.00008022044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005072238,"about_ca_topic_score_gemma":0.00005307768,"domain_scores_codex":[0.9983484,0.0001273568,0.0002563182,0.0004021109,0.0006634434,0.0002023763],"domain_scores_gemma":[0.9990715,0.0001508857,0.0002825095,0.0003099099,0.0000168024,0.0001683802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002167868,0.0003662896,0.3476091,0.001052729,0.0007609843,0.00002142731,0.003340772,2.919143e-8,0.00005618486,0.000187491,0.5756659,0.07072235],"study_design_scores_gemma":[0.001400047,0.0004543665,0.6853656,0.003172486,0.001299105,0.00002967335,0.0004023396,0.000006300247,0.00006525055,0.000347142,0.3071073,0.0003503555],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08541515,0.03332348,0.00001179968,0.002177113,0.0003666359,0.00100839,0.0007203528,0.0002170899,0.87676],"genre_scores_gemma":[0.4185406,0.09448361,0.001891767,0.001324302,0.00294441,0.0001528976,0.0008286317,0.0006008332,0.479233],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.397527,"threshold_uncertainty_score":0.9984742,"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."}}