{"id":"W4286491696","doi":"10.1177/08971900221117105","title":"Understanding the Extent of Polypharmacy and its Association With Health Service Utilization Among Persons With Cancer and Multimorbidity: A Population-Based Retrospective Cohort Study in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Pharmacy Practice","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Lakehead University","funders":"Canadian Institutes of Health Research; Government of Ontario; Ontario Ministry of Health and Long-Term Care; Ministry of Health, Ontario","keywords":"Medicine; Polypharmacy; Retrospective cohort study; Multimorbidity; Environmental health; Cohort; Population; Gerontology; Family medicine; Demography; Intensive care medicine; Internal medicine","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":[0.0009970636,0.0003141991,0.0005395624,0.001200557,0.00225284,0.001298295,0.001192957,0.0004628003,0.001350251],"category_scores_gemma":[0.002276774,0.0004668583,0.0009784312,0.004522456,0.0005088302,0.0005540958,0.0009313826,0.0007272952,0.000189704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01870775,"about_ca_system_score_gemma":0.02248006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9881678,"about_ca_topic_score_gemma":0.9929201,"domain_scores_codex":[0.9988117,0.00008234858,0.0001043084,0.0002142049,0.0003886169,0.0003988548],"domain_scores_gemma":[0.9974165,0.000110644,0.0007611044,0.0001360976,0.001055233,0.0005204328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001586901,0.000009322477,0.998702,0.00001315778,0.00002830295,0.0000218601,0.0002085358,0.00001934166,0.00004236956,0.00001659688,0.0003733487,0.000549148],"study_design_scores_gemma":[0.000002630474,0.00000913819,0.9990222,0.00001717804,0.0000171991,0.00002795457,0.0003627498,0.00008911674,0.00001417412,0.000007681079,0.000426267,0.000003616616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843937,0.001162217,0.0002176325,0.0006207802,0.00001808043,0.0001219549,0.01152256,0.00001258588,0.00193065],"genre_scores_gemma":[0.9955704,0.000537021,0.0002414159,0.0001654994,0.000008234144,0.00005084414,0.002663143,0.00000455275,0.0007589448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01870775,"threshold_uncertainty_score":0.1357349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2050333335446262,"score_gpt":0.4186247061105465,"score_spread":0.2135913725659203,"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."}}