{"id":"W4412617285","doi":"10.1080/13607863.2025.2531117","title":"An implementation demonstration of Engage, a behavioral intervention for depression, in a geriatric mental health care setting","year":2025,"lang":"en","type":"article","venue":"Aging & Mental Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"McMaster University","keywords":"Depression (economics); Mental health; Intervention (counseling); Psychology; Mental health care; Geriatric care; Psychiatry; Gerontology; Clinical psychology; Medicine; Nursing","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":[0.0140666,0.00088178,0.0005078418,0.0007248123,0.001681215,0.001193246,0.001900428,0.002128946,0.00573316],"category_scores_gemma":[0.02689006,0.0006012731,0.0008823365,0.0003660064,0.001587726,0.00151894,0.004458529,0.002485501,0.0005148619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775632,"about_ca_system_score_gemma":0.00606168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416414,"about_ca_topic_score_gemma":0.005447143,"domain_scores_codex":[0.9920587,0.005519684,0.0003651102,0.0003961783,0.0006722761,0.0009881037],"domain_scores_gemma":[0.9873666,0.007170014,0.0009452751,0.001152307,0.0009001942,0.002465656],"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":[0.01228998,0.2373987,0.01680863,0.004737036,0.0004692355,0.002004975,0.02992258,0.005295257,0.01144659,0.003247137,0.01984781,0.656532],"study_design_scores_gemma":[0.05344769,0.6119923,0.1641211,0.003460299,0.0007933438,0.001580224,0.03502722,0.01182468,0.02192926,0.007241046,0.08806082,0.0005220605],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619929,0.0002814293,0.009249197,0.003383827,0.0001704957,0.01633135,0.0004931341,0.000615405,0.007482289],"genre_scores_gemma":[0.907937,0.0006046767,0.06033329,0.001793476,0.0001551438,0.02503234,0.0004449001,0.00007352437,0.003625677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0140666,"threshold_uncertainty_score":0.07439214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1915935451856201,"score_gpt":0.6714418196463464,"score_spread":0.4798482744607263,"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."}}