{"id":"W3127981220","doi":"10.1101/2021.02.06.21251214","title":"Do Assisted Living Facilities That Offer a Dementia Care Program Differ from Those That Do Not? A Population-Level Cross-Sectional Study in Ontario, Canada","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Institute for Aging; Sunnybrook Hospital; University of Toronto; University of Waterloo; Women's College Hospital; McMaster University; Impact; Institute for Clinical Evaluative Sciences","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Assisted living; Dementia; Medicine; Assisted Living Facility; Poisson regression; Activities of daily living; Bathing; Population; Gerontology; Cross-sectional study; Environmental health; Family medicine; Physical therapy; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007676767,0.0003073238,0.0004875254,0.001034203,0.002448189,0.00129353,0.001275869,0.0004898859,0.001478436],"category_scores_gemma":[0.00239868,0.0005342428,0.0007303279,0.003469942,0.0009093103,0.0006085716,0.0007044271,0.0006707295,0.0001670962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02028899,"about_ca_system_score_gemma":0.01758864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9891711,"about_ca_topic_score_gemma":0.9938559,"domain_scores_codex":[0.9987819,0.00009792131,0.00009070313,0.0002452514,0.0004156022,0.0003685864],"domain_scores_gemma":[0.9975294,0.0001669108,0.0008633509,0.00008279088,0.0007930287,0.0005645388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002504883,0.00001888681,0.9978815,0.00002864493,0.00005000465,0.00003600989,0.0006007302,0.00002026694,0.00007207952,0.00003320453,0.0003576702,0.000875963],"study_design_scores_gemma":[0.000004257883,0.00001374686,0.9989038,0.00001735331,0.00001246664,0.00001946821,0.0007492802,0.00005939806,0.000009150204,0.000007481245,0.0001999733,0.000003831581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945747,0.0007042643,0.000103181,0.0002778923,0.00001120042,0.00004525579,0.003163173,0.000006525568,0.001113772],"genre_scores_gemma":[0.9984112,0.0003021664,0.00009324693,0.00009132188,0.000004010903,0.000017301,0.0007762374,0.000001881537,0.0003026711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02028899,"threshold_uncertainty_score":0.1472076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1453699921411886,"score_gpt":0.3887770461757353,"score_spread":0.2434070540345467,"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."}}