{"id":"W2476327154","doi":"10.1097/acm.0000000000001317","title":"A Reduced Duty Hours Model for Senior Internal Medicine Residents: A Qualitative Analysis of Residents’ Experiences and Perceptions","year":2016,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Duty; Medicine; Medical education; Family medicine; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001227871,0.0002535919,0.00109503,0.0007677181,0.00009399029,0.000002313572,0.0002105796,0.0002027362,0.0007059149],"category_scores_gemma":[0.004976224,0.0001282016,0.0001452182,0.0006435913,0.0009768085,0.0001583698,0.0000766392,0.000256069,0.000002654865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008582583,"about_ca_system_score_gemma":0.0001079226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006271624,"about_ca_topic_score_gemma":0.00003192407,"domain_scores_codex":[0.9974306,0.0001147826,0.0009951311,0.0004865408,0.0006379422,0.0003349894],"domain_scores_gemma":[0.9974548,0.00107934,0.0003554994,0.0003452945,0.0002860781,0.0004789441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001322348,0.00005407136,0.1128351,0.0002138493,0.00184044,0.00001685941,0.7308721,0.000004370053,0.1165063,0.001775663,0.03021666,0.004342231],"study_design_scores_gemma":[0.01093839,0.002582563,0.447639,0.006308499,0.006534825,0.00006218465,0.512527,0.005046432,0.002062814,0.00570569,0.0001140044,0.0004785771],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574916,0.001045754,0.01512974,0.02538718,0.0001394395,0.0004675142,0.0000297328,0.000039999,0.0002690171],"genre_scores_gemma":[0.9866883,0.001564682,0.0007846362,0.0009256104,0.000295364,0.0001117973,0.00002331639,0.00002273712,0.009583546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3348039,"threshold_uncertainty_score":0.7729272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05891871510043914,"score_gpt":0.4375293807502525,"score_spread":0.3786106656498134,"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."}}