{"id":"W3022634224","doi":"10.1503/cjs.006620","title":"Surgical wait list management in Canada during a pandemic: many challenges ahead","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of Calgary; University of British Columbia","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Social distance; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical emergency; Operations management; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002061505,0.0004633647,0.0004288061,0.001197958,0.00577534,0.003718386,0.001931586,0.001233277,0.01116992],"category_scores_gemma":[0.007610856,0.000247331,0.000739905,0.002338243,0.001716231,0.001257314,0.002276135,0.003322052,0.0008399501],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07184256,"about_ca_system_score_gemma":0.2446045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9699094,"about_ca_topic_score_gemma":0.9904411,"domain_scores_codex":[0.9975249,0.0002709671,0.00009283563,0.0001038972,0.0008449215,0.001162501],"domain_scores_gemma":[0.986141,0.0008549343,0.0008215501,0.000120906,0.003988722,0.008072915],"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":[0.0004642613,0.0004304621,0.1389755,0.001822154,0.0002473356,0.001197451,0.003479903,0.01180031,0.000848825,0.01748002,0.4778589,0.3453948],"study_design_scores_gemma":[0.0003992301,0.0007570798,0.4219895,0.005900123,0.0003450432,0.001537852,0.05539116,0.02390132,0.0009495147,0.03119966,0.4570686,0.0005608889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1325163,0.02807681,0.003161608,0.7903429,0.002573606,0.0002119978,0.003527187,0.0003194588,0.03927013],"genre_scores_gemma":[0.876217,0.04258484,0.01582562,0.04560633,0.00170196,0.0001728848,0.003329822,0.000233038,0.01432842],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9281574,"threshold_uncertainty_score":0.5212567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1827908835358231,"score_gpt":0.350120359776165,"score_spread":0.1673294762403419,"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."}}