{"id":"W4310602623","doi":"10.1111/medu.14995","title":"Disability, program access, empathy and burnout in US medical students: A national study","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"Anschutz Medical Campus, University of Colorado","keywords":"Disengagement theory; Empathy; Burnout; Logistic regression; Odds ratio; Clinical psychology; Odds; Psychology; Medicine; Gerontology; Psychiatry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007319793,0.0001702954,0.0003359449,0.0001514246,0.00104954,0.00003526862,0.0008824489,0.0002313487,0.01020161],"category_scores_gemma":[0.006443537,0.0001411772,0.00003749677,0.0005689343,0.0001695638,0.0001755957,0.001611201,0.002065171,0.00002723904],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007432146,"about_ca_system_score_gemma":0.009408325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004060901,"about_ca_topic_score_gemma":0.004209965,"domain_scores_codex":[0.9904703,0.002498342,0.0009979099,0.0005300557,0.004988279,0.0005151036],"domain_scores_gemma":[0.9979519,0.0008404218,0.000197851,0.0002447861,0.0002239206,0.000541172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005085107,0.01037955,0.8678904,0.0001578667,0.00001124432,0.000009606002,0.00556637,3.760788e-7,9.758005e-8,0.0002278087,0.008867033,0.1068388],"study_design_scores_gemma":[0.001546117,0.0002601819,0.9505482,0.0006115212,0.000008110836,0.000006245611,0.01866344,0.0003419387,6.266043e-8,0.001120822,0.02674969,0.0001436744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939662,0.00062952,0.000003047307,0.05348346,0.002423908,0.002729381,0.00001496847,0.00008559661,0.0009681196],"genre_scores_gemma":[0.976898,0.0001226209,0.00004274535,0.01471682,0.0006880637,0.007032034,0.000122192,0.00002030357,0.0003572008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1066952,"threshold_uncertainty_score":0.9962074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05545578867394522,"score_gpt":0.5481348577096734,"score_spread":0.4926790690357282,"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."}}