{"id":"W4407740923","doi":"10.36834/cmej.80997","title":"A glimpse beyond","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.006492799,0.001028034,0.0008076059,0.003040268,0.007697548,0.0125411,0.002086606,0.005629993,0.05758828],"category_scores_gemma":[0.01223307,0.0003616409,0.0006514417,0.002152051,0.01319231,0.01295932,0.004862904,0.01070681,0.01701632],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01163051,"about_ca_system_score_gemma":0.02556255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2128409,"about_ca_topic_score_gemma":0.3091533,"domain_scores_codex":[0.9967812,0.0006691357,0.000110317,0.0002627897,0.00159408,0.0005824648],"domain_scores_gemma":[0.9942991,0.001564819,0.0001128762,0.0004622475,0.002421615,0.001139414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002585497,0.00002284794,0.0002591489,0.0001265888,0.000006658076,0.0001017094,0.002242782,0.0000837701,0.0002101089,0.4697044,0.4596402,0.067576],"study_design_scores_gemma":[0.000004857349,0.000006711258,0.0002115758,0.0003013602,0.000002384589,0.00004518086,0.001221464,0.00003814528,0.00005438087,0.06363456,0.9344665,0.00001284902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001625817,0.04252199,0.008942869,0.5975446,0.02260889,0.00005593158,0.0003288246,0.0004019534,0.3259691],"genre_scores_gemma":[0.06457159,0.05460718,0.01875334,0.2872106,0.01217811,0.0001564098,0.0006316258,0.0009963129,0.5608948],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9883695,"threshold_uncertainty_score":0.4232041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195779237566191,"score_gpt":0.3660100963527668,"score_spread":0.3540523039771049,"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."}}