{"id":"W4367608548","doi":"10.1097/01.eem.0000935700.01564.c0","title":"Long Hours Are Not Paying Off Like Before","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Quarter (Canadian coin); Work hours; Medicine; Working hours; Work (physics); Emergency department; Demography; Demographic economics; Labour economics; Nursing; Economics; Engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001596657,0.0004639894,0.0005056975,0.0005765612,0.004162855,0.00517885,0.000683877,0.001652494,0.06059047],"category_scores_gemma":[0.0134205,0.0003176911,0.0008061554,0.0007532024,0.002666796,0.004455555,0.003653084,0.00372719,0.02269294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442416,"about_ca_system_score_gemma":0.002307731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005441742,"about_ca_topic_score_gemma":0.01030072,"domain_scores_codex":[0.9960849,0.0008753963,0.0002341727,0.0003647399,0.001356755,0.001084],"domain_scores_gemma":[0.9865476,0.0008892549,0.002115532,0.00080355,0.00277364,0.006870447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002088913,0.0003996888,0.07083489,0.0006443079,0.000171325,0.0006392275,0.008111178,0.0001585722,0.00120404,0.009828825,0.7237476,0.1840515],"study_design_scores_gemma":[0.0000668057,0.0004815477,0.1203594,0.001142863,0.00007591578,0.001884816,0.04200198,0.0001319207,0.0004924391,0.008739066,0.8244513,0.0001719402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2863552,0.01267422,0.006817163,0.2567557,0.03783661,0.0002633202,0.003754226,0.00125711,0.3942865],"genre_scores_gemma":[0.6687057,0.00813261,0.00313591,0.1319792,0.007200474,0.0002080364,0.002335543,0.0006663845,0.1776361],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06059047,"threshold_uncertainty_score":0.2026953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04833380119361753,"score_gpt":0.3403196944697357,"score_spread":0.2919858932761182,"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."}}