{"id":"W2731460737","doi":"10.1093/geroni/igx004.2585","title":"CLINICAL AND HEALTHCARE OUTCOMES OF ASSISTED LIVING RESIDENTS: A CANADIAN PERSPECTIVE","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Institute for Health Information; University of Alberta; University of Calgary; University of Waterloo","funders":"","keywords":"Staffing; Residence; Medicine; Incidence (geometry); Health care; Gerontology; Aged care; Long-term care; Cohort; Epidemiology; Family medicine; Nursing; Environmental health; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001824945,0.0005365454,0.0007120578,0.004615378,0.004834078,0.00280001,0.001826706,0.0009255577,0.003744565],"category_scores_gemma":[0.0053298,0.0002623991,0.0009126016,0.010181,0.001187869,0.0009164901,0.001322521,0.001599185,0.0003179213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07021925,"about_ca_system_score_gemma":0.09085243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9972257,"about_ca_topic_score_gemma":0.9981167,"domain_scores_codex":[0.9977608,0.0001398431,0.0001220487,0.0001821185,0.001102385,0.0006928275],"domain_scores_gemma":[0.990766,0.000310011,0.0007930209,0.0001013246,0.005970871,0.002058744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002662003,0.0002339353,0.8698083,0.0006284061,0.000281799,0.0009232021,0.005209714,0.0007307979,0.0004894215,0.004595971,0.03445278,0.08237953],"study_design_scores_gemma":[0.0000242827,0.00008700799,0.9742353,0.0006374537,0.0001406101,0.0004184935,0.004306099,0.0005608226,0.00009532875,0.0003680714,0.01902113,0.000105406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7520854,0.06926464,0.0007351016,0.04799883,0.0006062235,0.0002345306,0.03490116,0.00009333414,0.09408071],"genre_scores_gemma":[0.9676147,0.02256813,0.0008871124,0.001980026,0.0001764223,0.00003845085,0.004978628,0.00001930665,0.001737266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07021925,"threshold_uncertainty_score":0.5094787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244298686396738,"score_gpt":0.5021005915471709,"score_spread":0.3776707229074971,"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."}}