{"id":"W1819417743","doi":"10.1007/s40263-015-0263-x","title":"The Prevalence, Measurement, and Treatment of the Cognitive Dimension/Domain in Major Depressive Disorder","year":2015,"lang":"en","type":"review","venue":"CNS Drugs","topic":"Treatment of Major Depression","field":"Medicine","cited_by":147,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Major depressive disorder; Cognition; Clinical psychology; Psychology; MEDLINE; Psychiatry; Psychotherapist","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":[],"consensus_categories":[],"category_scores_codex":[0.0004265867,0.0004775295,0.001286652,0.000112256,0.000156019,0.00001900025,0.0001860689,0.0002125456,0.0000163051],"category_scores_gemma":[0.0002219005,0.0001977045,0.0003278621,0.0002699587,0.0003196437,0.00004252719,0.0001657701,0.0002185419,0.00001593211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004215142,"about_ca_system_score_gemma":0.0004853545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004918649,"about_ca_topic_score_gemma":0.00006937639,"domain_scores_codex":[0.9973888,0.0005034688,0.0005549568,0.0004898441,0.0007609818,0.0003019671],"domain_scores_gemma":[0.9980713,0.0004311136,0.0004760434,0.0006948204,0.0002012793,0.0001254962],"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":[0.0001153241,0.0006018994,0.002868752,0.003901209,0.0005272111,0.00002244897,0.0008068833,6.732385e-8,0.000001998895,0.0000257257,0.0003641182,0.9907644],"study_design_scores_gemma":[0.007364294,0.0004982777,0.004654806,0.04298717,0.006567916,0.00007089425,0.0004459739,0.00000166993,0.00003880652,0.0001760154,0.936878,0.0003162218],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003650776,0.990313,0.000001108268,0.0001535185,0.0001721099,0.004038664,0.00008885227,0.00001979097,0.001562202],"genre_scores_gemma":[0.002828766,0.9940121,0.00002307769,0.00001311502,0.00006341954,0.0006580596,0.00002606912,0.00005508364,0.00232029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9904481,"threshold_uncertainty_score":0.8062154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05412310935671567,"score_gpt":0.3314988132979951,"score_spread":0.2773757039412795,"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."}}