{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004964887,0.0002128235,0.0004200554,0.0006672472,0.001875508,0.00002230513,0.0002396558,0.0000895815,0.00008928987],"category_scores_gemma":[0.00005684191,0.0002318956,0.00008511293,0.000770687,0.00004794664,0.0005611648,0.00009801677,0.0003937849,0.000004187294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002530383,"about_ca_system_score_gemma":0.002570524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01233144,"about_ca_topic_score_gemma":0.02270474,"domain_scores_codex":[0.9935476,0.002212072,0.002283777,0.0005402,0.000401537,0.001014855],"domain_scores_gemma":[0.9977078,0.0003173451,0.001235558,0.0003000393,0.0001687638,0.0002704347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001555187,0.0002711112,0.5309308,0.002949895,0.0000107122,2.981822e-7,0.1922378,0.000007869222,0.0009843148,0.0006796276,0.0106982,0.2610739],"study_design_scores_gemma":[0.01384386,0.001687963,0.4712153,0.002592244,0.00002109389,0.000003311456,0.4963783,0.0009531971,0.001553708,0.0002260646,0.0110971,0.0004278856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684816,0.0004787601,0.005441361,0.01614075,0.001114929,0.007283074,0.0008452653,0.000108525,0.0001057316],"genre_scores_gemma":[0.9833107,0.00007327047,0.006682796,0.007744195,0.00008448565,0.0007531788,0.001281012,0.00002526265,0.00004508999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3041404,"threshold_uncertainty_score":0.9994239,"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."}}