{"id":"W4297387106","doi":"10.1136/bmjopen-2022-063104","title":"Trainee perceptions of resident duty hour restrictions: a qualitative study of online discussion forums","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Centre for Addiction and Mental Health; McMaster University","funders":"","keywords":"Medicine; Duty; Medical education; Competence (human resources); Perception; Trustworthiness; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.02519133,0.0005000824,0.0007305528,0.001917342,0.008066366,0.003680677,0.0015188,0.00168571,0.00358458],"category_scores_gemma":[0.04214491,0.000554635,0.0004612005,0.001560336,0.006425459,0.004643124,0.005255939,0.002475291,0.0004061233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004175803,"about_ca_system_score_gemma":0.00469481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004414024,"about_ca_topic_score_gemma":0.005738786,"domain_scores_codex":[0.9826648,0.01328558,0.000513573,0.0006643765,0.001152763,0.001718945],"domain_scores_gemma":[0.9387693,0.04806757,0.00393715,0.0009027125,0.003663325,0.004659858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004069071,0.0000916708,0.004453689,0.0001305487,0.000003354708,0.0003472886,0.9891942,0.00003004892,0.0006860964,0.0004080525,0.0003428782,0.00427144],"study_design_scores_gemma":[0.000007491126,0.0001218081,0.003590017,0.0001783643,0.000003377804,0.0001280829,0.9889351,0.0001261423,0.0003117253,0.0001875978,0.006395056,0.00001535879],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927914,0.0002394395,0.002015864,0.001632544,0.00005998645,0.0002203641,0.0001220963,0.00002660964,0.00289166],"genre_scores_gemma":[0.9949366,0.0003020948,0.001249994,0.0006952088,0.00004596257,0.0004358329,0.00006823382,0.00003057659,0.0022355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02519133,"threshold_uncertainty_score":0.1332261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1107588178080556,"score_gpt":0.4890708806076055,"score_spread":0.3783120627995499,"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."}}