{"id":"W4223483238","doi":"10.2196/33565","title":"An Alternative to Traditional Bedside Teaching During COVID-19: High-Fidelity Simulation-Based Study","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Fidelity; Computer science; Psychology; Medicine; Virology; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002604388,0.0004663844,0.0004843654,0.0004558568,0.0004533363,0.0005575882,0.0009626225,0.001144004,0.002408571],"category_scores_gemma":[0.00541143,0.0002689676,0.0007021637,0.0002280583,0.0004915998,0.0004792883,0.0008653306,0.0007973895,0.0002981281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075695,"about_ca_system_score_gemma":0.001242347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002583088,"about_ca_topic_score_gemma":0.003696014,"domain_scores_codex":[0.9988874,0.000547798,0.00007859475,0.0001397372,0.0001681875,0.0001784144],"domain_scores_gemma":[0.9973066,0.00129162,0.0002181482,0.0003343428,0.0003655007,0.0004837814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02133972,0.3226145,0.173876,0.001814884,0.0004999018,0.003062645,0.01927781,0.07412428,0.06151742,0.002403551,0.002052027,0.3174173],"study_design_scores_gemma":[0.007761025,0.5254148,0.2185572,0.0006411748,0.0006250105,0.002495609,0.01201677,0.1444342,0.06900006,0.001546266,0.01699959,0.0005083462],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954574,0.00002499294,0.00309413,0.00003276811,0.00001306947,0.0008186089,0.0000526576,0.00001510966,0.0004912588],"genre_scores_gemma":[0.9856214,0.00008413533,0.01199043,0.00005790925,0.00001717304,0.001392932,0.0001181224,0.000007625575,0.0007102708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002604388,"threshold_uncertainty_score":0.01377344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05816675914754784,"score_gpt":0.4541649700945046,"score_spread":0.3959982109469568,"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."}}