{"id":"W4291021220","doi":"10.1001/jama.2022.12283","title":"Assessment of Accommodation Requests Reported by a National Sample of US MD Students by Category of Disability","year":2022,"lang":"en","type":"article","venue":"JAMA","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Medicine; Sample (material); Accommodation; Family medicine; Gerontology; Neuroscience; Chromatography","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":[0.0008087349,0.0001862331,0.0002109999,0.001496212,0.0004788116,0.000517202,0.0003199476,0.0004124207,0.001261773],"category_scores_gemma":[0.005089431,0.0002454813,0.0003250343,0.001334367,0.000254035,0.000505243,0.0009225528,0.0006053959,0.0003641949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004066066,"about_ca_system_score_gemma":0.0005248599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02291702,"about_ca_topic_score_gemma":0.0278178,"domain_scores_codex":[0.999245,0.0002051986,0.0001368126,0.00009828714,0.0001676275,0.0001470095],"domain_scores_gemma":[0.9964824,0.0004030751,0.001724226,0.0001655232,0.00059383,0.0006309627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001848119,0.00003763557,0.9991528,0.000003665454,0.00001069222,0.000009774953,0.0001450065,0.000007678516,0.00007335852,0.000004432763,0.00008317779,0.0004533346],"study_design_scores_gemma":[0.000001372867,0.00006228804,0.9991425,0.000002223304,0.000003144911,0.00006189007,0.0005661662,0.00003490112,0.00002676156,0.000002573866,0.00009428347,0.000001800495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990185,0.00003767138,0.00002504436,0.00003656695,0.0000027899,0.000009473659,0.0004961185,0.000002287866,0.0003715221],"genre_scores_gemma":[0.9990278,0.00004917731,0.00005624431,0.0000645545,0.000005521204,0.00001659738,0.0005857551,0.000001233818,0.0001930849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02291702,"threshold_uncertainty_score":0.04556727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03686154297796996,"score_gpt":0.3779139589293499,"score_spread":0.3410524159513799,"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."}}