{"id":"W3092213113","doi":"10.1200/jco.20.01933","title":"Elective Cancer Surgery in COVID-19–Free Surgical Pathways During the SARS-CoV-2 Pandemic: An International, Multicenter, Comparative Cohort Study","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":222,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"National Cancer Institute; Medical Research Council; Vascular Society; Association of Upper Gastrointestinal Surgery of Great Britain and Ireland; Urology Foundation; Bowel Disease Research Foundation; British Gynaecological Cancer Society; Academy of Medical Sciences; Cancer Research UK; Sarcoma UK; Department of Health and Social Care; Government of the United Kingdom; European Society of Coloproctology; National Institute for Health and Care Research","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Cohort study; Cohort; Elective surgery; Cancer; Virology; Surgery; Internal medicine; Outbreak; Disease; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00122407,0.0006318107,0.0004719131,0.00102963,0.0009297339,0.00118578,0.0006746086,0.0005611602,0.001776192],"category_scores_gemma":[0.002450529,0.0006630427,0.0008812526,0.001801493,0.0006228033,0.001213517,0.001026634,0.0009189278,0.0002817712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006683423,"about_ca_system_score_gemma":0.0008094608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007864854,"about_ca_topic_score_gemma":0.009814107,"domain_scores_codex":[0.9986833,0.0003081575,0.0001126899,0.0004848021,0.0001197789,0.0002912425],"domain_scores_gemma":[0.9975907,0.0002090233,0.001237541,0.0002670215,0.0001710017,0.0005248149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003552667,0.0001270944,0.9985139,0.000007192878,0.00008237522,0.00009004909,0.0001325067,0.00003086545,0.0001341353,0.00002627991,0.00009439035,0.0004059444],"study_design_scores_gemma":[0.00009287357,0.0006588198,0.9968435,0.00001389948,0.00009087222,0.0004494702,0.001208614,0.0002491829,0.00007567061,0.00003722719,0.0002653553,0.00001453153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999488,0.00004833023,0.00004952572,0.00001530191,0.000004379327,0.00001831937,0.0002578071,9.252279e-7,0.0001174028],"genre_scores_gemma":[0.9989753,0.00008833413,0.00009697008,0.00004507898,0.00001682465,0.00003415244,0.0006615172,0.000002962299,0.00007898497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007864854,"threshold_uncertainty_score":0.01563817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5744273529482795,"score_gpt":0.6120001683662466,"score_spread":0.03757281541796709,"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."}}