{"id":"W4252321395","doi":"10.21203/rs.3.rs-135023/v1","title":"Prevalence of Multimorbidity in Adults with Cancer, and Associated Health Service Utilization in Ontario, Canada: A Population-based Retrospective Cohort Study","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Cancer; Retrospective cohort study; Health care; Population; Cohort; Demography; Disease; Chronic condition; Gerontology; Cohort study; Environmental health; Family 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":[0.0008440129,0.000386274,0.0005115097,0.001520121,0.002822357,0.001269984,0.001363016,0.0004718522,0.001351721],"category_scores_gemma":[0.002716069,0.0005731234,0.00075101,0.005050077,0.0006604383,0.0005558944,0.001161268,0.0006833591,0.0002123094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02017481,"about_ca_system_score_gemma":0.02570319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9866079,"about_ca_topic_score_gemma":0.99094,"domain_scores_codex":[0.9987223,0.00007348302,0.0001360727,0.0002903949,0.0004855588,0.0002922622],"domain_scores_gemma":[0.9970065,0.00009967971,0.0009388275,0.0001546515,0.001260454,0.0005399895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001616875,0.00001011705,0.9983956,0.00002428115,0.00003672811,0.00002517228,0.0002530776,0.0000188722,0.00004388951,0.00001746092,0.0006478147,0.0005108709],"study_design_scores_gemma":[0.000003782777,0.000008953221,0.9990658,0.0000215754,0.00001686735,0.00003200885,0.0003632981,0.00008437925,0.00001340883,0.000008153968,0.0003775954,0.000004325434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776699,0.001061654,0.0002090147,0.0004100612,0.00001885168,0.0001776379,0.01870166,0.00001733295,0.001733725],"genre_scores_gemma":[0.9941944,0.0005355259,0.0002294214,0.0001833335,0.00001036023,0.00009101253,0.004183665,0.00000505366,0.0005672167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02017481,"threshold_uncertainty_score":0.1463792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0847651756379292,"score_gpt":0.4042268555249158,"score_spread":0.3194616798869866,"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."}}