{"id":"W2793076253","doi":"10.1177/2054358118760832","title":"A Province-wide, Cross-sectional Study of Demographics and Medication Use of Patients in Hemodialysis Units Across Ontario","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Institute for Clinical Evaluative Sciences; University of Toronto; University Health Network","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; Hemodialysis; Polypharmacy; Population; Cross-sectional study; Dialysis; Emergency medicine; Pill; Medical prescription; Family medicine; Internal medicine; Environmental health","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":[0.0005731698,0.0002771214,0.0003544272,0.0008268349,0.002181601,0.0008180845,0.0007999284,0.0003525038,0.001428488],"category_scores_gemma":[0.001811868,0.000431784,0.0004107313,0.003033054,0.0006092942,0.0004056513,0.0007404092,0.0004150555,0.0002085104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038615,"about_ca_system_score_gemma":0.01366577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9442688,"about_ca_topic_score_gemma":0.9701084,"domain_scores_codex":[0.9990669,0.00009668282,0.0000951898,0.0001809551,0.0003257148,0.0002346308],"domain_scores_gemma":[0.9979019,0.0001309807,0.0007949577,0.00009938823,0.0006459808,0.0004268136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002151543,0.00001784051,0.9983099,0.00002375029,0.00001963935,0.00004269267,0.0006057414,0.00001495011,0.0001580719,0.00001280496,0.0002616411,0.0005114105],"study_design_scores_gemma":[0.000003949457,0.00001889096,0.9989214,0.000009089415,0.000009414162,0.00002903981,0.0006662962,0.0000421533,0.00001465068,0.00000308005,0.0002800542,0.000002066535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953718,0.0002280589,0.0001088199,0.0001663167,0.000004745189,0.00007966155,0.003059574,0.000005603241,0.000975447],"genre_scores_gemma":[0.9980586,0.000227207,0.000183594,0.0001129907,0.000006408303,0.00005052283,0.001011904,0.000002441463,0.0003463815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05573124,"threshold_uncertainty_score":0.1121188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462895082324592,"score_gpt":0.2992822452536493,"score_spread":0.2646532944304034,"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."}}