{"id":"W2585939927","doi":"","title":"The Depression Inventory Development Workgroup: A Collaborative, Empirically Driven Initiative to Develop a New Assessment Tool for Major Depressive Disorder.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Treatment of Major Depression","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Anhedonia; Medicine; Depression (economics); Clinical psychology; Major depressive disorder; Management of depression; Psychiatry; Psychology; Mood; Alternative medicine","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":[0.0004711156,0.0004129827,0.0004678178,0.0001632288,0.0005604724,0.0000947165,0.0003417007,0.0001679756,0.00003491513],"category_scores_gemma":[0.001836886,0.0002157862,0.00009919111,0.0006508059,0.0000902234,0.0002465904,0.0003493998,0.0001570023,0.00003717629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008293317,"about_ca_system_score_gemma":0.001363086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008257693,"about_ca_topic_score_gemma":0.0001598044,"domain_scores_codex":[0.9968491,0.0001792702,0.0006400117,0.00073649,0.000731693,0.0008633881],"domain_scores_gemma":[0.9968963,0.0009780604,0.0003041023,0.0005495779,0.0006497637,0.000622209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001336633,0.0003070008,0.3179595,0.00002874199,0.0003778044,0.00002121555,0.0006239713,0.000003246065,0.0003902913,0.0001013631,0.03111575,0.6477345],"study_design_scores_gemma":[0.007676091,0.0001459713,0.8051527,0.0002828888,0.0001297244,0.000007254421,0.0001234847,0.000007338782,0.004662254,0.0002254377,0.1812645,0.0003223856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8189206,0.00210925,0.1061834,0.04040718,0.001114855,0.02645841,0.0001112816,0.0005499066,0.0041451],"genre_scores_gemma":[0.9022323,0.000124528,0.04864585,0.001618494,0.0003306353,0.03689833,0.00007949405,0.0001233568,0.00994703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6474121,"threshold_uncertainty_score":0.8799505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158836162996524,"score_gpt":0.2998651439176998,"score_spread":0.2682767822877345,"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."}}