{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005904658,0.0001329703,0.0001862606,0.0007902319,0.0009576242,0.000929276,0.0005571308,0.0003388738,0.001572557],"category_scores_gemma":[0.003056251,0.0001737784,0.0003937608,0.001925089,0.000679396,0.0006056557,0.001070454,0.0004661619,0.00009243612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006934578,"about_ca_system_score_gemma":0.00717662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7832982,"about_ca_topic_score_gemma":0.8018677,"domain_scores_codex":[0.9991323,0.00008950305,0.00007095442,0.0001314164,0.0002050856,0.0003706518],"domain_scores_gemma":[0.9972013,0.0001334619,0.001418023,0.00009981335,0.0004278795,0.0007194781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001656775,0.00001478402,0.9984198,0.0000109429,0.00001666233,0.00003220736,0.0001383962,0.00004450974,0.0000251593,0.00003063574,0.0002638372,0.0009863976],"study_design_scores_gemma":[0.00000299627,0.00001786255,0.9990669,0.00001573391,0.000006684577,0.00004414283,0.0004594101,0.0001847317,0.00001620627,0.00002230138,0.0001604268,0.000002751654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971566,0.0002767484,0.00006582579,0.0004107079,0.000008784944,0.0000258296,0.001259863,0.000006994357,0.0007886949],"genre_scores_gemma":[0.9992152,0.0001028456,0.00005351295,0.00006084057,0.000005277788,0.000006716898,0.0004671571,0.000001212946,0.00008717711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2167018,"threshold_uncertainty_score":0.435956,"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."}}