{"id":"W1974448309","doi":"10.1016/j.jss.2011.11.583","title":"The Trauma Surgeon Satisfaction Gap and its Consequences","year":2012,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workload; Medicine; Compensation (psychology); Sleep deprivation; Work hours; Quarter (Canadian coin); Schedule; Economic shortage; Work (physics); Psychology; Demography; Psychiatry; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003791578,0.00005251294,0.0001777352,0.0001021546,0.0002248779,0.00003833957,0.00005312367,0.00005510465,0.0002685402],"category_scores_gemma":[0.0009813294,0.00002402512,0.00007769453,0.0001781547,0.0001831967,0.0001501645,0.00003056809,0.0005565876,0.00002057537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004717101,"about_ca_system_score_gemma":0.0001071227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001852341,"about_ca_topic_score_gemma":0.000001882153,"domain_scores_codex":[0.9983981,0.000197364,0.0002651449,0.00005264005,0.000763767,0.0003229339],"domain_scores_gemma":[0.9975113,0.001515014,0.00006398405,0.00005622998,0.0003466287,0.0005068802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001391981,0.0002220607,0.6912836,0.000076513,0.0001260461,0.001119352,0.0004251486,3.931927e-7,0.004552994,0.01088828,0.006043853,0.2838697],"study_design_scores_gemma":[0.001250475,0.0008059971,0.8396742,0.0001638691,0.00002214605,0.004302895,0.000974468,0.00001790684,0.003336481,0.0008858761,0.1484967,0.00006901789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746509,0.007780266,6.761402e-7,0.01324243,0.0001299087,0.000082985,5.47554e-7,0.000002931456,0.004109389],"genre_scores_gemma":[0.992608,0.005696004,0.00002801213,0.00001913094,0.0002950777,0.000001190798,1.148949e-7,0.000004830631,0.001347713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2838007,"threshold_uncertainty_score":0.2940327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.160632337138836,"score_gpt":0.4462367872885893,"score_spread":0.2856044501497533,"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."}}