{"id":"W3165068811","doi":"10.2196/25355","title":"Web-Based Medical Examinations During the COVID-19 Era: Reconsidering Learning as the Main Goal of Examination","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blueprint; Computer science; Coronavirus disease 2019 (COVID-19); Web application; World Wide Web; Medical education; Multimedia; Medicine; Engineering; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003579981,0.0001644645,0.0002948768,0.0002698454,0.0003611124,0.00002089109,0.0002992204,0.0003208443,0.005696755],"category_scores_gemma":[0.07009542,0.0001141865,0.000108358,0.001242806,0.0006622892,0.00009702329,0.00007679556,0.001124979,0.00002098623],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003978422,"about_ca_system_score_gemma":0.02114372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008244065,"about_ca_topic_score_gemma":0.00007636383,"domain_scores_codex":[0.995772,0.0006598724,0.0009036621,0.0003248025,0.00208164,0.0002580212],"domain_scores_gemma":[0.9966311,0.001294644,0.0004196457,0.0005703269,0.0007891512,0.000295094],"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":[0.0002502809,0.007663927,0.07420104,0.005253735,0.000387079,0.0001251647,0.03208948,0.0002238703,0.01722833,0.03516041,0.07000468,0.757412],"study_design_scores_gemma":[0.009464,0.0005856054,0.6910812,0.003706416,0.0004888494,0.002747725,0.04668807,0.02864684,0.01898059,0.003108155,0.1936888,0.0008136697],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8608043,0.0002496848,0.001053204,0.1339461,0.0008573372,0.0005617309,0.000001975087,0.00005775266,0.002467907],"genre_scores_gemma":[0.9844615,0.0000922238,0.0009192455,0.01198403,0.000549783,0.0003829991,0.0001665247,0.00002638846,0.00141733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7565984,"threshold_uncertainty_score":0.9952122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01997822621692876,"score_gpt":0.3570264329996102,"score_spread":0.3370482067826814,"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."}}