{"id":"W4321504001","doi":"10.46747/cfp.6902114","title":"Older persons living with dementia and their use of acute care services over 2 years in Alberta","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Canadian Patient Safety Institute; University of Calgary; University of Alberta","funders":"University of Alberta; M.S.I. Foundation; University of Calgary; Alberta Health Services","keywords":"Medicine; Emergency department; Dementia; Cohort; Quarter (Canadian coin); Health care; Retrospective cohort study; Acute care; Emergency medicine; Medical record; Gerontology; Cohort study; Family medicine; Pediatrics; Psychiatry; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0006143135,0.000383026,0.0003552821,0.00141593,0.001335422,0.001080628,0.001305231,0.0004296178,0.0009764369],"category_scores_gemma":[0.001543053,0.000309315,0.0005006791,0.002995824,0.0004364332,0.0004842934,0.001081812,0.0006986018,0.0001483941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009973678,"about_ca_system_score_gemma":0.008128656,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.968899,"about_ca_topic_score_gemma":0.9788012,"domain_scores_codex":[0.9991828,0.00006747422,0.00005016291,0.000106794,0.0003139263,0.0002788156],"domain_scores_gemma":[0.9990155,0.00005067618,0.0003206791,0.00002936391,0.0003322761,0.0002515453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008383649,0.00005650917,0.9959553,0.00002200474,0.00003932884,0.0001575215,0.0003804583,0.0001049419,0.00008305287,0.00002946985,0.000459743,0.002627916],"study_design_scores_gemma":[0.000006565165,0.0000194823,0.9989803,0.00001899628,0.00001202801,0.00006969398,0.0005187815,0.0001270711,0.00001348775,0.00001000042,0.0002199221,0.000003708296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99562,0.0006326679,0.00007339314,0.0001820855,0.00001187036,0.00003469433,0.00214797,0.000008843625,0.001288491],"genre_scores_gemma":[0.9969425,0.0005099389,0.0001226302,0.0001013418,0.00000915134,0.00001646352,0.001654927,0.000002064292,0.000641071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03110105,"threshold_uncertainty_score":0.07236439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806409685348204,"score_gpt":0.2810231739338702,"score_spread":0.2629590770803882,"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."}}