{"id":"W4390574502","doi":"10.36834/cmej.78355","title":"The case for centralization of academic accommodations in undergraduate medical education","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; University of British Columbia","funders":"","keywords":"Medical education; Computer science; Data science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005444992,0.0002910327,0.0003716502,0.001735278,0.01045078,0.005262984,0.002300399,0.009661129,0.005460201],"category_scores_gemma":[0.02087419,0.0007192533,0.0007619939,0.002005211,0.01728067,0.006721589,0.01288377,0.01615196,0.0007174689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008913073,"about_ca_system_score_gemma":0.01134198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01110347,"about_ca_topic_score_gemma":0.02229238,"domain_scores_codex":[0.99033,0.002744263,0.0004769672,0.0006458827,0.001240822,0.004562149],"domain_scores_gemma":[0.9817443,0.00383944,0.003246449,0.001421745,0.001340182,0.008407781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005204996,0.0003210339,0.08100335,0.0002728339,0.00007930709,0.3838206,0.09263264,0.00095561,0.004799629,0.273551,0.08946376,0.0725797],"study_design_scores_gemma":[0.0001134815,0.0002511695,0.03897496,0.001558345,0.00007499877,0.4430427,0.1548636,0.002526436,0.002348914,0.09466163,0.26129,0.0002937904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4603839,0.006035444,0.007542906,0.4322754,0.002983771,0.0001389644,0.00008041198,0.0002164166,0.09034282],"genre_scores_gemma":[0.9744008,0.0006771038,0.002023996,0.01582249,0.0008355512,0.0000401895,0.00001824552,0.00005353347,0.006127957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01110347,"threshold_uncertainty_score":0.06466913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04154708729600459,"score_gpt":0.4117305583130694,"score_spread":0.3701834710170648,"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."}}