{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00302677,0.0005649878,0.0001956294,0.0005138796,0.00257486,0.003765122,0.0008287446,0.001624999,0.0655895],"category_scores_gemma":[0.007154841,0.0001616661,0.0003798483,0.000275016,0.00165995,0.003978514,0.008530813,0.003078259,0.006174552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005716065,"about_ca_system_score_gemma":0.003069444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004747626,"about_ca_topic_score_gemma":0.002181776,"domain_scores_codex":[0.9990059,0.0005251886,0.00003558445,0.0000603105,0.0001517946,0.0002212355],"domain_scores_gemma":[0.9896846,0.001718751,0.0005186216,0.0007176487,0.0006489772,0.006711392],"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":[0.000269843,0.0005000874,0.004193036,0.0005119353,0.00002229003,0.0006830945,0.003208305,0.000768435,0.001599855,0.02255376,0.6556568,0.3100325],"study_design_scores_gemma":[0.00003812879,0.0003335443,0.006620524,0.0004582674,0.00001019568,0.0009472411,0.00757588,0.0004430595,0.0003920522,0.01461953,0.968515,0.00004663954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1231941,0.02324805,0.01998691,0.2010758,0.06345574,0.0003141952,0.001688418,0.003361601,0.5636752],"genre_scores_gemma":[0.6818646,0.01581577,0.02107755,0.02764324,0.02654415,0.0004569967,0.001338305,0.0006587896,0.2246007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0655895,"threshold_uncertainty_score":0.2194187,"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."}}