{"id":"W3024556288","doi":"10.36834/cmej.70240","title":"Limitations in virtual clinical skills education for medical students during COVID-19","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Mount Sinai Hospital; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Medical education; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Computer science; Medicine; Virology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01132152,0.0004094894,0.0004951032,0.001281879,0.00187304,0.004059235,0.002804373,0.001237655,0.01704783],"category_scores_gemma":[0.06485446,0.0004053219,0.0006955008,0.0007381787,0.0007059466,0.001838318,0.004260324,0.00163117,0.002088042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003723153,"about_ca_system_score_gemma":0.0107357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01836332,"about_ca_topic_score_gemma":0.01893819,"domain_scores_codex":[0.9904131,0.003960233,0.0007401177,0.0004263468,0.002643645,0.001816569],"domain_scores_gemma":[0.958527,0.01692581,0.002968774,0.001497897,0.008931483,0.01114917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001386095,0.003588537,0.2221643,0.00215194,0.0002000106,0.002078454,0.02984288,0.005826662,0.002705749,0.006321812,0.04765796,0.6760756],"study_design_scores_gemma":[0.0004242935,0.004907289,0.5973347,0.01158563,0.000283018,0.007165818,0.1165751,0.02442189,0.006520764,0.01198175,0.2183136,0.0004860195],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9176563,0.002173159,0.006258922,0.01562336,0.001264983,0.0003847726,0.0008553116,0.0003693632,0.05541376],"genre_scores_gemma":[0.9899688,0.0006541525,0.003269837,0.001186261,0.00008188467,0.0002493542,0.0003162165,0.00005673819,0.004216657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01836332,"threshold_uncertainty_score":0.05987459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041106657361327,"score_gpt":0.4774513927942465,"score_spread":0.3733407270581138,"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."}}