{"id":"W3118439447","doi":"10.9778/cmajo.20190196","title":"Medication use and its impact on high-cost health care users among older adults: protocol for the population-based matched cohort HiCOSTT study","year":2021,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Institute for Work & Health; Ottawa Hospital; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care; McMaster University","keywords":"Medicine; Cohort; Psychological intervention; Population; Cohort study; Health care; Logistic regression; Retrospective cohort study; Protocol (science); Demography; Gerontology; Environmental health; Psychiatry; Alternative medicine","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":[0.01610733,0.002215605,0.002218278,0.003067146,0.002957065,0.001935264,0.00243618,0.002714179,0.02031149],"category_scores_gemma":[0.02042822,0.001834844,0.00408513,0.00406125,0.001129962,0.001844152,0.002268589,0.002220499,0.004509011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005278534,"about_ca_system_score_gemma":0.01213629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02574101,"about_ca_topic_score_gemma":0.03161737,"domain_scores_codex":[0.9902866,0.004702977,0.002030383,0.001008698,0.00113778,0.0008335196],"domain_scores_gemma":[0.9915084,0.00096548,0.001827048,0.001584644,0.003483903,0.0006305623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.2779373,0.0258093,0.2607426,0.02514096,0.009087167,0.002630314,0.007048875,0.008171481,0.00556878,0.01625949,0.2729201,0.08868366],"study_design_scores_gemma":[0.1534916,0.02222885,0.5651047,0.006527004,0.003992753,0.0007232614,0.004141393,0.00928165,0.003610308,0.006821594,0.2233827,0.0006942429],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01235599,0.0001936632,0.002290352,0.0002946189,0.0001913866,0.9543156,0.02783168,0.00007630359,0.002450531],"genre_scores_gemma":[0.006704343,0.00007817273,0.001809092,0.0001471067,0.00002379908,0.9872334,0.003489973,0.000005742009,0.0005083501],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02574101,"threshold_uncertainty_score":0.08518475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04914554995347126,"score_gpt":0.4132304316463667,"score_spread":0.3640848816928955,"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."}}