{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004783852,0.0001191602,0.0002014452,0.0002604541,0.0001764239,0.00001488041,0.00009038123,0.00008180016,0.000006291818],"category_scores_gemma":[0.000002114248,0.0001066769,0.00003211246,0.0004981782,0.00003831971,0.0001316006,0.00003260043,0.0001636222,0.00002213404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078127,"about_ca_system_score_gemma":0.000341633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4343555,"about_ca_topic_score_gemma":0.6871758,"domain_scores_codex":[0.9990817,0.00006750067,0.0001388299,0.0001988354,0.0000758418,0.0004373351],"domain_scores_gemma":[0.9993648,0.0001579723,0.00006241897,0.0001995392,0.00004566158,0.0001696439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003930285,0.0000403468,0.4754099,0.001072938,0.0005883488,0.0000642525,0.4296585,0.00002906551,0.001166268,0.0002911262,0.06662262,0.02501733],"study_design_scores_gemma":[0.000263387,0.00003031836,0.8906205,0.0005809186,0.00005708301,8.212334e-8,0.09760456,0.00004821994,0.000004757725,0.00001016512,0.01064822,0.0001317772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953955,0.0002859318,4.735428e-7,0.000183455,0.0001895579,0.0002554288,0.0001831976,0.00002056536,0.003485872],"genre_scores_gemma":[0.9957242,0.0000275051,0.00001662232,0.003700324,0.00006639631,0.00002029927,0.00006326494,0.00002906647,0.0003523072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4152106,"threshold_uncertainty_score":0.5694112,"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."}}