{"id":"W4229054550","doi":"10.1097/jpa.0000000000000430","title":"Virtual OSCEs for the Pandemic and Beyond","year":2022,"lang":"en","type":"article","venue":"The Journal of Physician Assistant Education","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001632023,0.00005703553,0.00009658093,0.00004759605,0.001150387,0.00001125545,0.0002143134,0.00001046352,0.00004913696],"category_scores_gemma":[0.00003548844,0.00003059101,0.00004322056,0.0001008843,0.00003588177,0.00008302952,0.00007945713,0.0002613305,0.000003478842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028395,"about_ca_system_score_gemma":0.0003569928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001169541,"about_ca_topic_score_gemma":0.00001550105,"domain_scores_codex":[0.9988967,0.0004765638,0.0002605074,0.00004871557,0.0001918471,0.0001256578],"domain_scores_gemma":[0.9985076,0.0007957516,0.0004562951,0.0001360042,0.00007704576,0.00002736225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00227645,0.0006262035,0.001287568,0.0001102928,0.0003242476,5.228922e-7,0.1164559,0.0001433556,0.006604528,0.06489368,0.4299232,0.3773541],"study_design_scores_gemma":[0.000461811,0.0003324139,0.01139192,0.00004212519,0.0002110166,0.000003910045,0.357336,0.00007847272,0.00001373091,0.00664363,0.6234194,0.00006556427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963695,0.001635477,0.002941452,0.01946258,0.003055368,0.001046763,0.00002462157,0.00001156867,0.008127205],"genre_scores_gemma":[0.9886101,0.0001168321,0.00003357541,0.005327276,0.0005810428,0.000081895,0.000002330202,0.000009670203,0.005237247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3772885,"threshold_uncertainty_score":0.8847963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0397092662652845,"score_gpt":0.3961155704511271,"score_spread":0.3564063041858426,"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."}}