{"id":"W4283574635","doi":"10.1093/bjs/znac227","title":"Cancer surgery in Canada during the COVID-19 pandemic: qualitative analysis of cancer surgeons’ perspectives","year":2022,"lang":"en","type":"article","venue":"British journal of surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; CancerCare Manitoba; University of Manitoba","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Cancer; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cancer surgery; General surgery; Surgery; Virology; Internal medicine; Disease; Infectious disease (medical specialty); Outbreak","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004404774,0.0001520461,0.001342473,0.001036453,0.0002713109,0.00001877619,0.000134898,0.00004171101,0.001797956],"category_scores_gemma":[0.003348083,0.0001442173,0.0005979706,0.002330963,0.0001099906,0.0001213447,0.00005995343,0.0007644159,8.568114e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006434398,"about_ca_system_score_gemma":0.02958712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9873387,"about_ca_topic_score_gemma":0.9791001,"domain_scores_codex":[0.9960445,0.0009817454,0.001258575,0.0002257988,0.001037529,0.0004518854],"domain_scores_gemma":[0.9909886,0.006945143,0.00102165,0.0001714262,0.0004421833,0.0004309589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005382506,0.00009114628,0.9726353,0.000251066,0.001287948,0.002326756,0.008131753,0.002103606,0.00006007498,0.000002218632,0.00815893,0.004412991],"study_design_scores_gemma":[0.0004092045,0.00001182252,0.9519826,0.0002835344,0.0004488917,0.0009568265,0.04246448,0.00002403772,0.00001551193,0.00001107082,0.003247656,0.0001443351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531241,0.03614398,0.000004709067,0.009653375,0.0004390717,0.0001332228,0.0004847284,0.000007029306,0.000009757603],"genre_scores_gemma":[0.9787119,0.0181904,0.000002624635,0.002806345,0.0001223188,0.00003410175,0.000009624153,0.00002062101,0.0001020558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03433272,"threshold_uncertainty_score":0.9991145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425132098308204,"score_gpt":0.4326041082206346,"score_spread":0.2900908983898142,"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."}}