{"id":"W2081994965","doi":"10.1016/s0165-0327(02)00112-x","title":"Challenges in preventing relapse in major depression","year":2002,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Treatment of Major Depression","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Relapse prevention; Depression (economics); Psychological intervention; Vulnerability (computing); Psychology; Medicine; Psychiatry; Construct (python library); Pharmacotherapy; Clinical trial; Intensive care medicine; Clinical psychology; Psychotherapist; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02129901,0.0004419296,0.001860177,0.0008771439,0.002808387,0.003314783,0.002194966,0.004269548,0.005065828],"category_scores_gemma":[0.05575952,0.0003626072,0.0009279427,0.0005678691,0.001414393,0.00450466,0.002148031,0.008400599,0.00124267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778429,"about_ca_system_score_gemma":0.007495887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006766888,"about_ca_topic_score_gemma":0.01999058,"domain_scores_codex":[0.9928201,0.003937365,0.0008108196,0.0002954204,0.001469099,0.0006671802],"domain_scores_gemma":[0.9791422,0.0112325,0.001320566,0.0006698551,0.00351504,0.00411986],"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":[0.0009068509,0.002803843,0.02704584,0.001434448,0.0003154202,0.0005827834,0.001927043,0.0008291905,0.0003531003,0.006863704,0.09626572,0.8606721],"study_design_scores_gemma":[0.003505146,0.01219662,0.2408577,0.01760273,0.001896372,0.01110221,0.03432434,0.01456797,0.001597086,0.08039302,0.5814584,0.0004982879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07408512,0.1007813,0.004283628,0.8025427,0.004740859,0.0001529785,0.000151503,0.0001714465,0.01309051],"genre_scores_gemma":[0.7829766,0.09597944,0.01647419,0.07812228,0.01778337,0.0009911626,0.0003290152,0.0001329915,0.007210903],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02129901,"threshold_uncertainty_score":0.1126413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02768508761016613,"score_gpt":0.288875227315527,"score_spread":0.2611901397053609,"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."}}