{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009551823,0.00009334474,0.0002146896,0.00005717561,0.0003037014,0.00001089894,0.0001137987,0.00002750876,0.00007397219],"category_scores_gemma":[0.001474093,0.00005277319,0.00008326321,0.0006827752,0.0003812133,0.00002601856,0.00004131541,0.0001805749,0.000002974353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002639103,"about_ca_system_score_gemma":0.0004311033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008715602,"about_ca_topic_score_gemma":0.00006922399,"domain_scores_codex":[0.9982378,0.0006297706,0.0004233779,0.0001628295,0.0003520341,0.0001942279],"domain_scores_gemma":[0.9942867,0.004170105,0.0005176432,0.0005848784,0.0003585169,0.00008218725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004114362,0.00003479738,0.9205058,0.00005222738,0.00003785427,0.000001402045,0.003496332,0.06871131,0.000495909,0.0001682205,0.0001250499,0.005959671],"study_design_scores_gemma":[0.00100227,0.0001052822,0.9204438,0.0001602354,0.00008485775,0.00005303252,0.03691198,0.02318588,0.0009339265,0.000119746,0.0168703,0.0001287044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911543,0.0002723257,0.000726547,0.007203379,0.00008560925,0.0003173603,0.000008526369,0.00003344864,0.000198486],"genre_scores_gemma":[0.997637,0.00009315468,0.00001830784,0.001811144,0.00008763446,0.00001563274,0.00004278635,0.000019804,0.0002745454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04552543,"threshold_uncertainty_score":0.2335856,"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."}}