{"id":"W3112166936","doi":"10.1093/bjs/znaa051","title":"Preoperative nasopharyngeal swab testing and postoperative pulmonary complications in patients undergoing elective surgery during the SARS-CoV-2 pandemic","year":2020,"lang":"en","type":"article","venue":"British journal of surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Association of Upper Gastrointestinal Surgery of Great Britain and Ireland; British Gynaecological Cancer Society; Fiona Stanley Hospital; Universität Innsbruck; Vascular Society; Paracelsus Medizinische Privatuniversität; Medizinische Universität Innsbruck; Urology Foundation; Bowel Disease Research Foundation; Barts Charity; Universitaire Ziekenhuizen Leuven, KU Leuven; Calvary Mater Newcastle; European Society of Coloproctology; Government of the United Kingdom; Jewish General Hospital; National Institute for Health and Care Research; Royal Adelaide Hospital; McGill University; McGill University Health Centre; Sarcoma UK; Academy of Medical Sciences; Yorkshire Cancer Research","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Elective surgery; 2019-20 coronavirus outbreak; Surgery; Internal medicine; Virology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006496399,0.0001621801,0.0006098265,0.0001902713,0.0002982825,0.00008086074,0.00007055503,0.00007507279,0.00000648001],"category_scores_gemma":[0.005643357,0.0001478159,0.0001302569,0.0005496265,0.00009949229,0.000413549,0.00005447221,0.0007276128,0.000002036215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000271376,"about_ca_system_score_gemma":0.001152232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003854804,"about_ca_topic_score_gemma":0.0001492239,"domain_scores_codex":[0.9980397,0.000265188,0.0007954464,0.0002361239,0.0003273103,0.0003362818],"domain_scores_gemma":[0.9947649,0.003983406,0.0003729336,0.00008571933,0.0005848201,0.0002082028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003622329,0.0001310959,0.9798386,0.000195784,0.00006072106,0.0008703212,0.0007531465,0.000009805049,0.003132456,0.000001277817,0.0005843287,0.01406028],"study_design_scores_gemma":[0.0006758858,0.0001338846,0.9930992,0.001757917,0.00003022253,0.003177121,0.0002762072,0.00008760382,0.000562478,0.00002985974,0.0000357222,0.0001338694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99244,0.002165059,0.0000154039,0.004811404,0.0000924922,0.0003413132,0.0000198898,0.00002190866,0.00009251554],"genre_scores_gemma":[0.9938891,0.0009547594,0.00006926911,0.004840699,0.0001979567,0.000008066959,0.000008060853,0.00002632288,0.000005755428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392641,"threshold_uncertainty_score":0.6756033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073076155043616,"score_gpt":0.3280676032327374,"score_spread":0.2207599877283759,"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."}}