{"id":"W2133237621","doi":"10.1016/j.jad.2005.12.009","title":"Severe melancholic depression is more vulnerable than non-melancholic depression to minor precipitating life events","year":2006,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Treatment of Major Depression","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"National Institute of Mental Health; National Institutes of Health","keywords":"Melancholic depression; Depression (economics); Psychology; Stressor; Atypical depression; Major depressive disorder; Population; Psychiatry; Clinical psychology; Melancholia; Medicine; Cognition","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004495961,0.0004533045,0.0007678532,0.0005189794,0.0003030509,0.00004300948,0.0002642334,0.0002392921,0.0001202674],"category_scores_gemma":[0.0005810198,0.000336616,0.0003893004,0.000416428,0.00004306882,0.0004896646,0.0001270752,0.0007520918,0.00004679144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002674359,"about_ca_system_score_gemma":0.000158198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005159097,"about_ca_topic_score_gemma":0.0001223933,"domain_scores_codex":[0.9970052,0.000235386,0.0006766468,0.0005005461,0.0010227,0.0005595288],"domain_scores_gemma":[0.9977484,0.0003473468,0.0006834338,0.0004400462,0.0002842372,0.0004965055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001341671,0.0011904,0.9099312,0.0001233432,0.0002808306,0.00005789304,0.001681578,0.001198522,0.01625245,0.000001198518,0.02070415,0.04723673],"study_design_scores_gemma":[0.008549845,0.001029442,0.9704093,0.001631819,0.0003346167,0.0001875986,0.0006992022,0.0002171064,0.01468933,0.0002529352,0.001622581,0.0003762573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913485,0.001991461,0.0009372885,0.001200166,0.0004652474,0.001016525,0.00001697777,0.00004807734,0.002975779],"genre_scores_gemma":[0.9957291,0.0001089597,0.002148774,0.000565224,0.0005190962,0.000052248,0.00001961963,0.00008699831,0.0007699507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06047804,"threshold_uncertainty_score":0.9999086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006474637062380156,"score_gpt":0.2780927039198129,"score_spread":0.2716180668574327,"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."}}