{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005674399,0.000190383,0.001945758,0.0001720966,0.00008657984,0.00002297218,0.0004103358,0.0002690784,0.00009798022],"category_scores_gemma":[0.01608171,0.0001204807,0.0003852324,0.0002918728,0.0002069604,0.0002677503,0.0001352556,0.002013907,0.000006598556],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001156467,"about_ca_system_score_gemma":0.006210411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312534,"about_ca_topic_score_gemma":0.005731013,"domain_scores_codex":[0.994203,0.001806049,0.002657556,0.0003508267,0.000643264,0.0003393035],"domain_scores_gemma":[0.9875731,0.00923873,0.001547514,0.0002605675,0.0005670872,0.0008130415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01689646,0.002591014,0.9673922,0.00004071004,0.0004550243,0.003431472,0.003567646,0.00005179417,0.0001925932,0.000007671701,0.001604533,0.003768847],"study_design_scores_gemma":[0.01324787,0.004063976,0.9569628,0.00008588079,0.0001559622,0.000274055,0.001579806,0.000421462,0.00005065637,0.00003897383,0.02300688,0.0001116412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540237,0.000289219,0.00002342078,0.04369056,0.001031184,0.0007463814,0.00001383873,0.00002102537,0.0001606781],"genre_scores_gemma":[0.9715095,0.001906417,0.00004455607,0.02451275,0.001978681,0.00002192926,0.000002933971,0.00001521231,0.00000808447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02140234,"threshold_uncertainty_score":0.9994234,"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."}}