{"id":"W3113179148","doi":"10.23889/ijpds.v5i5.1428","title":"Life expectancy and health care utilization of individuals with dementia in Ontario, Canada: A population-level study","year":2020,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Toronto; Ottawa Public Health; University of Ottawa; Ottawa Hospital; Statistics Canada","funders":"","keywords":"Dementia; Life expectancy; Medicine; Health care; Gerontology; Ambulatory care; Population; Long-term care; Inpatient care; Family medicine; Disease; Psychiatry; Environmental health","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":[0.0007220787,0.0003692517,0.0004332817,0.001344764,0.002967866,0.001263008,0.001181444,0.0005840815,0.001784151],"category_scores_gemma":[0.002310367,0.0003851481,0.0008507156,0.005075198,0.0007898697,0.0006305063,0.0009288206,0.000736895,0.0002382394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03573991,"about_ca_system_score_gemma":0.03305801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995418,"about_ca_topic_score_gemma":0.996651,"domain_scores_codex":[0.9989195,0.00007414211,0.00009951615,0.0001516511,0.0004035824,0.0003516816],"domain_scores_gemma":[0.9976591,0.0001011169,0.0005255666,0.00008222499,0.001019534,0.0006124611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003530501,0.00003305556,0.9954927,0.00005522461,0.00005255005,0.00005245497,0.0007072774,0.0000687497,0.00005067699,0.00006400249,0.001351463,0.002036599],"study_design_scores_gemma":[0.000005476658,0.00001265214,0.9986854,0.00003018094,0.0000166163,0.00002157116,0.0004346458,0.00009577819,0.000009350021,0.0000161946,0.0006659949,0.000006089782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784207,0.002281891,0.0001663426,0.001010691,0.00002713164,0.000119115,0.01442615,0.00002105825,0.003526806],"genre_scores_gemma":[0.9938626,0.001005977,0.0002190694,0.0002178099,0.00001509251,0.00005308522,0.003653215,0.000004667591,0.0009684007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03573991,"threshold_uncertainty_score":0.2593125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3776144313518684,"score_gpt":0.4804772759735326,"score_spread":0.1028628446216642,"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."}}