{"id":"W2777454076","doi":"10.1177/0706743717748883","title":"Unpacking Major Depressive Disorder: From Classification to Treatment Selection","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network; St. Michael's Hospital","funders":"","keywords":"Unpacking; Major depressive disorder; Psychology; Selection (genetic algorithm); Psychiatry; Medicine; Clinical psychology; Cognition; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.05358693,0.0005435321,0.001913959,0.004585677,0.002115482,0.006715307,0.002057733,0.001737579,0.002003843],"category_scores_gemma":[0.1801554,0.0005631936,0.001187563,0.004289118,0.003491692,0.005724101,0.00303645,0.004095628,0.0003665001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004668469,"about_ca_system_score_gemma":0.01068225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02064899,"about_ca_topic_score_gemma":0.03583432,"domain_scores_codex":[0.955254,0.03428229,0.00396458,0.001607876,0.004034098,0.0008570973],"domain_scores_gemma":[0.8519422,0.119281,0.008119877,0.004720538,0.01331171,0.00262461],"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":[0.0006981028,0.0003819238,0.289842,0.001149662,0.0006630774,0.0002191774,0.001899874,0.003950556,0.0002644772,0.03588606,0.05268511,0.6123599],"study_design_scores_gemma":[0.0007003793,0.001012634,0.2981599,0.007635003,0.001352535,0.001548154,0.009650117,0.07047294,0.0006671299,0.5621461,0.04625889,0.0003962498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.2623433,0.08222061,0.1421577,0.46786,0.01121694,0.001263124,0.003484098,0.0003312423,0.02912309],"genre_scores_gemma":[0.931692,0.01088736,0.03477341,0.01401108,0.005817587,0.0004062899,0.001396534,0.00008815513,0.0009275714],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05358693,"threshold_uncertainty_score":0.2833982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653615662364658,"score_gpt":0.2948004648466073,"score_spread":0.2682643082229607,"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."}}