{"id":"W3092348165","doi":"10.3389/fmed.2020.582150","title":"Medical Simulation: The Least Advertised and Most Versatile Weapon in Pandemic","year":2020,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Pandemic; Anesthesiology; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Pain medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care; Front (military); Medicine; Intensive care medicine; Engineering; Virology","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":[0.006667681,0.0003143016,0.0003905948,0.0007599656,0.002519245,0.00557295,0.0006869739,0.002139845,0.01754548],"category_scores_gemma":[0.02963707,0.0002749793,0.000356914,0.0003953109,0.002348417,0.003998631,0.005782538,0.002903813,0.003222945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001744475,"about_ca_system_score_gemma":0.004847999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442547,"about_ca_topic_score_gemma":0.001976825,"domain_scores_codex":[0.9930616,0.00495851,0.0002896092,0.0002697807,0.001014861,0.0004056945],"domain_scores_gemma":[0.9886874,0.004839964,0.0008024448,0.0005354174,0.001259742,0.003875124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006875027,0.0006646476,0.03755959,0.001515739,0.00004829971,0.0009973295,0.008729645,0.001581075,0.002843639,0.03873673,0.1885468,0.718089],"study_design_scores_gemma":[0.000188661,0.001341647,0.03370176,0.009775934,0.00009032193,0.004660709,0.03214571,0.004376855,0.003245808,0.06130584,0.8489827,0.0001839242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1771769,0.03298694,0.01520762,0.542738,0.01172228,0.0002161087,0.0003789458,0.001052774,0.2185204],"genre_scores_gemma":[0.8888827,0.0212772,0.01545275,0.04512112,0.002326863,0.0001545449,0.0002667796,0.0004475142,0.02607063],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01754548,"threshold_uncertainty_score":0.0586955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04029462778158938,"score_gpt":0.3485547148858154,"score_spread":0.308260087104226,"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."}}