{"id":"W3216112617","doi":"10.1177/00031348211058637","title":"The Resource Costs of Maintaining Learner Utilization of a Simulation Center During the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Subgroup analysis; Coronavirus disease 2019 (COVID-19); Medicine; Medical education; Quarter (Canadian coin); Resource (disambiguation); Emergency medicine; Medical emergency; Computer science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002775246,0.0002513173,0.0002891551,0.001294829,0.0005819396,0.001614803,0.0008731006,0.0004724392,0.003390927],"category_scores_gemma":[0.01785401,0.0001944183,0.0005611401,0.001442881,0.0004925287,0.001099939,0.001903876,0.0007764809,0.0002893548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002913135,"about_ca_system_score_gemma":0.003634073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009920566,"about_ca_topic_score_gemma":0.01239628,"domain_scores_codex":[0.9954345,0.00178901,0.0005667193,0.0003276006,0.0008575641,0.001024592],"domain_scores_gemma":[0.9838133,0.003801796,0.007666692,0.0004365659,0.001468528,0.0028131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002036102,0.0001625523,0.9764593,0.0001252446,0.0001240804,0.0001498495,0.0002670256,0.002223303,0.0001907242,0.0002579548,0.001284683,0.01855148],"study_design_scores_gemma":[0.000007875954,0.0002517719,0.9927759,0.0001168725,0.00004392344,0.0002924546,0.001873902,0.002711623,0.0003135397,0.0001507899,0.001443263,0.0000180689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995639,0.0002868713,0.0004012229,0.0009104526,0.00002547597,0.00003554918,0.001177097,0.00001244283,0.001511881],"genre_scores_gemma":[0.9986681,0.0001978905,0.0003506799,0.00009585721,0.00002236752,0.00003263496,0.0005054442,0.000004562797,0.0001224458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009920566,"threshold_uncertainty_score":0.02113634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08187892869958274,"score_gpt":0.400014445214527,"score_spread":0.3181355165149443,"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."}}