{"id":"W4309319613","doi":"10.1503/cjs.012521","title":"Cancer surgery cancellation: incidence, outcomes and recovery in a universal health care system","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; Toronto East General Hospital; University of Toronto; Cancer Care Ontario; Sunnybrook Health Science Centre","funders":"Cancer Care Ontario","keywords":"Medicine; Cohort; Perioperative; Retrospective cohort study; Cancer; Context (archaeology); Population; Cohort study; Emergency medicine; Intensive care medicine; Surgery; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002247858,0.0001047731,0.0005100438,0.00100632,0.001321976,0.00001893773,0.00007365154,0.00007391522,0.000327753],"category_scores_gemma":[0.0002315012,0.0001070272,0.0000812912,0.0005536406,0.00002795105,0.000216528,0.00001773309,0.0006023769,0.00000131892],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003905901,"about_ca_system_score_gemma":0.03355191,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1339717,"about_ca_topic_score_gemma":0.2960449,"domain_scores_codex":[0.9972795,0.0009686563,0.0009666565,0.000141711,0.0002137683,0.0004296905],"domain_scores_gemma":[0.9975195,0.0009299191,0.0005685454,0.0001164037,0.0003275771,0.0005380429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002281266,0.000003020622,0.9726504,0.0002102229,0.00001309971,0.000129875,0.004627167,0.007813047,2.55008e-7,0.0001307292,0.01064169,0.003757672],"study_design_scores_gemma":[0.0006324163,0.00006150307,0.8220406,0.001990565,0.00002221938,0.0001118529,0.1053005,0.001061603,6.147851e-7,0.00001963226,0.06835548,0.0004030128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766686,0.00705405,0.00008341842,0.01166276,0.003804606,0.0002922949,0.0001502948,0.00001072233,0.0002732836],"genre_scores_gemma":[0.9972591,0.0004924445,0.0001601195,0.00161612,0.0001747621,0.000029589,0.00002464551,0.00001885207,0.0002244115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1620732,"threshold_uncertainty_score":0.9999782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07320130806232907,"score_gpt":0.3605979217982478,"score_spread":0.2873966137359188,"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."}}