{"id":"W2139428684","doi":"10.1186/1741-7015-8-33","title":"US public opinion regarding proposed limits on resident physician work hours","year":2010,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Motor Carrier Safety Administration; Clinical Excellence Commission; University of Tsukuba; Dalhousie University; Jazz Pharmaceuticals; National Institutes of Health; Vanda Pharmaceuticals; University of Pittsburgh; Morehouse School of Medicine; Sleep Research Society; U.S. Department of Transportation; Harvard University; Sanofi; GlaxoSmithKline; Pfizer; University of Washington; Eli Lilly and Company; University of Pennsylvania; ResMed; American Academy of Allergy Asthma and Immunology; Brigham and Women's Hospital; Boehringer Ingelheim","keywords":"Medicine; Family medicine; Work hours; Public opinion; Public health; Work (physics); Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03196625,0.0002940625,0.0003096274,0.00134019,0.001546844,0.003533621,0.001123902,0.004660263,0.003169814],"category_scores_gemma":[0.07867558,0.0003264268,0.0006741346,0.00123453,0.003495806,0.00147981,0.001659256,0.003508766,0.000561763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004089068,"about_ca_system_score_gemma":0.003759101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009421695,"about_ca_topic_score_gemma":0.006833541,"domain_scores_codex":[0.9782646,0.01046705,0.001602555,0.0008601386,0.007009373,0.001796352],"domain_scores_gemma":[0.8752728,0.06542727,0.03427025,0.002372199,0.01820053,0.004456954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001445409,0.0006256029,0.7459702,0.0009467462,0.0002366719,0.001111523,0.02292569,0.0019052,0.003308726,0.01851852,0.07201827,0.1309875],"study_design_scores_gemma":[0.0002456915,0.001066791,0.8162555,0.00276936,0.000371254,0.001161213,0.04919439,0.003984178,0.002511709,0.008623935,0.1135836,0.0002323925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.711291,0.006579664,0.001654803,0.2382161,0.0009165553,0.00007934583,0.0007253353,0.00006867058,0.04046858],"genre_scores_gemma":[0.9746498,0.00160143,0.0004850723,0.02156468,0.0007182587,0.00005475878,0.000196684,0.000007036475,0.0007221641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03196625,"threshold_uncertainty_score":0.1690558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0476214413934302,"score_gpt":0.3203296101469819,"score_spread":0.2727081687535517,"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."}}