{"id":"W4386928211","doi":"10.1503/cjs.015922","title":"Improving the quality of care of Canadians waiting for elective surgery: an important health care priority","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Triage; Prehabilitation; Multidisciplinary approach; Health care; Quality (philosophy); Medical emergency; Elective surgery; Mental health; Surgery; Physical therapy; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0026436,0.0004332136,0.0007157708,0.001904359,0.008238315,0.004893672,0.001856863,0.001788506,0.01111006],"category_scores_gemma":[0.01623858,0.000267569,0.0007692292,0.003524253,0.00204523,0.001660029,0.002252545,0.00456417,0.0006998262],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07266732,"about_ca_system_score_gemma":0.2677834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.977473,"about_ca_topic_score_gemma":0.9879839,"domain_scores_codex":[0.9963743,0.0004037147,0.0001293367,0.0001266749,0.001403255,0.001562736],"domain_scores_gemma":[0.9737821,0.0009954325,0.001793728,0.0002184206,0.008076944,0.01513335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002130249,0.0003339528,0.2117115,0.001966387,0.0002526406,0.0006941686,0.003868123,0.0008314555,0.0008095941,0.009413909,0.5197827,0.2501226],"study_design_scores_gemma":[0.0002016702,0.0003639926,0.7045171,0.005634835,0.0002584133,0.0007088829,0.02045836,0.001730208,0.0004009937,0.005598345,0.2597343,0.0003928214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06346201,0.0226865,0.0007387809,0.877548,0.003106237,0.0001657544,0.002727491,0.0001691897,0.02939605],"genre_scores_gemma":[0.8437176,0.0451551,0.009896187,0.08584724,0.002607641,0.000194083,0.003499051,0.0001558078,0.008927356],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9273327,"threshold_uncertainty_score":0.5272408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05538579010403797,"score_gpt":0.3261546681549535,"score_spread":0.2707688780509155,"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."}}