{"id":"W4214859438","doi":"10.1503/cjs.025420","title":"Surgery crisis simulation during the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Personal protective equipment; Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Confidence interval; Outbreak; Transmission (telecommunications); Healthcare worker; Medical emergency; Emergency medicine; Health care; Intensive care medicine; Infectious disease (medical specialty); Virology; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001640285,0.00006912298,0.0002363878,0.0006186027,0.0005850502,0.00002490099,0.00004184827,0.00003182118,0.001718857],"category_scores_gemma":[0.0009292578,0.00005523931,0.0002935846,0.0003203904,0.00002698317,0.0001059618,0.00000614701,0.0002964062,0.000003691163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006880924,"about_ca_system_score_gemma":0.002741185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001694258,"about_ca_topic_score_gemma":0.001319543,"domain_scores_codex":[0.9989179,0.0001560187,0.0004212332,0.00007387229,0.0002337387,0.0001972814],"domain_scores_gemma":[0.9980907,0.0008855304,0.0002924942,0.0001100962,0.0001386233,0.0004825546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001245412,0.000009242221,0.9550793,0.00002603529,0.00005550899,0.0003210453,0.0002050817,0.02345544,0.00005259594,0.000007555338,0.01971501,0.0009486038],"study_design_scores_gemma":[0.0005633426,0.00003001337,0.6352103,0.00002741643,0.0001244017,0.004239039,0.0007046356,0.001472404,0.00002007602,0.000111125,0.3573532,0.0001439731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916237,0.0005604003,0.0008245186,0.005410465,0.00139322,0.00008171604,0.00001193358,0.00001176889,0.00008224989],"genre_scores_gemma":[0.9959027,0.00001958584,0.000002030818,0.003354375,0.000461078,0.000004382111,0.000007956169,0.00001167493,0.0002362645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3376382,"threshold_uncertainty_score":0.9991937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08044145818509393,"score_gpt":0.2958305453893172,"score_spread":0.2153890872042233,"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."}}