{"id":"W4417186581","doi":"10.1007/s43678-025-01062-6","title":"Has generative AI made our medical exams obsolete?","year":2025,"lang":"en","type":"editorial","venue":"Canadian Journal of Emergency Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; University of British Columbia; Ottawa Hospital; Brampton Civic Hospital; University of Ottawa","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":[0.01891341,0.002466931,0.0033286,0.005222915,0.005107334,0.01401382,0.00401727,0.0340796,0.01154082],"category_scores_gemma":[0.077112,0.00135075,0.002913011,0.002167084,0.00641361,0.004533964,0.00187995,0.03217401,0.005125122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008504424,"about_ca_system_score_gemma":0.01134276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01154371,"about_ca_topic_score_gemma":0.03879746,"domain_scores_codex":[0.9874361,0.002854039,0.001481152,0.001003821,0.006569667,0.0006552265],"domain_scores_gemma":[0.9023705,0.06283131,0.002894958,0.001600787,0.02367997,0.006622521],"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":[0.00002051731,0.000007251027,0.00002254334,0.0001959284,0.0000246468,0.00006702577,0.00002580676,0.00002089753,0.0000135994,0.0007266305,0.9950204,0.003854705],"study_design_scores_gemma":[0.00009212804,0.00001847408,0.0002188004,0.0009863896,0.0001067209,0.000174897,0.0001223195,0.0001494545,0.00005686723,0.002668848,0.9953765,0.00002855338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002534248,0.007302955,0.00007645165,0.09227188,0.8990949,0.000006405249,0.00003207992,0.00001934559,0.001170672],"genre_scores_gemma":[0.0005637711,0.005774084,0.0001129301,0.04124956,0.9479857,0.00001426061,0.00001537787,0.00002616976,0.004258216],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0340796,"threshold_uncertainty_score":0.1000248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2585835011867998,"score_gpt":0.4787461204209925,"score_spread":0.2201626192341927,"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."}}