{"id":"W4395002575","doi":"10.1080/02701960.2024.2344680","title":"Evaluating the impact of a national geriatric mental health ECHO educational program on healthcare providers’ practice","year":2024,"lang":"en","type":"article","venue":"Gerontology & Geriatrics Education","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Calgary; Baycrest Hospital; Canadian Coalition for Global Health Research; University of Toronto","funders":"","keywords":"Mental health; Health care; Nursing; Medicine; Geriatrics; Mental healthcare; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006448564,0.0003329928,0.000455739,0.0005991127,0.001536308,0.00005194655,0.0003537151,0.000451907,0.0003657055],"category_scores_gemma":[0.002311568,0.0002542621,0.0002163288,0.001195287,0.0001315897,0.0003939128,0.00006066111,0.00148667,0.0002835247],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002913216,"about_ca_system_score_gemma":0.0349202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004849464,"about_ca_topic_score_gemma":0.0002067572,"domain_scores_codex":[0.9924186,0.003682921,0.001441012,0.0007837709,0.0007172454,0.0009564673],"domain_scores_gemma":[0.9932136,0.003906153,0.001030743,0.0005066871,0.001045675,0.0002971316],"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":[0.0006121343,0.002879221,0.006212031,0.001627186,0.0002716295,0.000001018781,0.0655715,0.00008459998,0.0001200492,0.05425891,0.2379312,0.6304305],"study_design_scores_gemma":[0.004615761,0.0179641,0.6399754,0.001950677,0.0003447428,0.0005092475,0.0518934,0.005395504,0.00001354112,0.1139984,0.1614636,0.001875692],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4883265,0.01686678,0.0001781287,0.4413913,0.01949157,0.01043199,0.0001624102,0.0003954288,0.02275592],"genre_scores_gemma":[0.9770973,0.001340408,0.005879125,0.007783731,0.003786501,0.002220598,0.0005481477,0.00007681874,0.00126741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6337634,"threshold_uncertainty_score":0.9999909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1504627041483255,"score_gpt":0.6064529624558059,"score_spread":0.4559902583074804,"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."}}