{"id":"W4226186575","doi":"10.1097/acm.0000000000004332","title":"Accelerated 3-Year MD Pathway Programs: Graduates’ Perspectives on Education Quality, the Learning Environment, Residency Readiness, Debt, Burnout, and Career Plans","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dempsey (Canada)","funders":"Health Resources and Services Administration; Josiah Macy Jr. Foundation; NYU Grossman School of Medicine; Association of American Medical Colleges","keywords":"Graduation (instrument); Burnout; Medical education; Medical school; Medicine; Psychology; Family medicine; Clinical psychology","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":[0.00131426,0.0001279927,0.0001344783,0.0003899974,0.0006694127,0.000673633,0.0001664286,0.0002510649,0.003035015],"category_scores_gemma":[0.002571237,0.0001254932,0.0002247838,0.0003227428,0.0003335022,0.0003910019,0.001360263,0.0006134146,0.0001853066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000592861,"about_ca_system_score_gemma":0.001620226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002957057,"about_ca_topic_score_gemma":0.006663646,"domain_scores_codex":[0.9994697,0.000148453,0.00002918803,0.00003428816,0.0001414689,0.0001769663],"domain_scores_gemma":[0.9971541,0.0003007138,0.0005851043,0.00003489733,0.0003699086,0.001555204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009275047,0.0004243153,0.9654077,0.00005221584,0.00001535032,0.0001649015,0.007508384,0.0001028627,0.001343427,0.0001416225,0.0009917051,0.0237547],"study_design_scores_gemma":[0.000008294497,0.0004310343,0.9791823,0.0000252983,0.000006231962,0.0001719185,0.01805166,0.0001368714,0.00036619,0.00004146584,0.001571555,0.0000071557],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992969,0.00002596782,0.00003665802,0.0001407369,0.000003395553,0.000005862101,0.00002352041,0.000001730915,0.0004651946],"genre_scores_gemma":[0.9993441,0.00005466227,0.00009646518,0.00005954762,0.000005052587,0.000008359275,0.00003820863,8.744215e-7,0.0003929334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003035015,"threshold_uncertainty_score":0.01015311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07243342236201072,"score_gpt":0.3720586211758182,"score_spread":0.2996251988138075,"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."}}