{"id":"W4220676051","doi":"10.1016/j.pec.2022.03.021","title":"Trained lay coaches and self-care cognitive-behavioral tools improve depression outcomes","year":2022,"lang":"en","type":"article","venue":"Patient Education and Counseling","topic":"Cancer survivorship and care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Mary's Hospital; Centres Intégré Universitaires de Santé et de Services Sociaux; Princess Margaret Cancer Centre; University of Toronto; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"Fonds de Recherche du Québec - Santé; Canadian Cancer Society Research Institute","keywords":"Depression (economics); Cognition; Psychology; Self care; Clinical psychology; Cognitive behavioral therapy; Psychotherapist; Psychiatry; Health care","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003962192,0.000254804,0.0004055926,0.0002760668,0.0005449548,0.0003684964,0.0003477111,0.0005438402,0.009445431],"category_scores_gemma":[0.002523022,0.0001112716,0.0003822788,0.000200173,0.000106893,0.0002900784,0.0004067353,0.0008316478,0.000788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003311271,"about_ca_system_score_gemma":0.0007873785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003975312,"about_ca_topic_score_gemma":0.01041951,"domain_scores_codex":[0.9997553,0.0000815148,0.00001870875,0.000038066,0.00004935035,0.00005701939],"domain_scores_gemma":[0.9993727,0.0001714174,0.0000982134,0.00003565507,0.00008289245,0.000239237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.003112749,0.06036527,0.04959036,0.0005589076,0.0003251669,0.0000990932,0.0003681951,0.0004377981,0.001364366,0.0001186372,0.01284486,0.8708146],"study_design_scores_gemma":[0.00700697,0.02083682,0.9467701,0.001532874,0.001201938,0.0004630134,0.001960096,0.003935129,0.002694044,0.0008765544,0.01266481,0.00005773167],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978489,0.003111022,0.0009968271,0.002459852,0.0004274245,0.0005446651,0.0002996741,0.0001791165,0.01349238],"genre_scores_gemma":[0.9864609,0.001996221,0.002868994,0.001009237,0.0001752864,0.0003694738,0.0004481373,0.00001305586,0.006658598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009445431,"threshold_uncertainty_score":0.03159809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02322417724483334,"score_gpt":0.3060853304413017,"score_spread":0.2828611531964683,"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."}}