{"id":"W1999441655","doi":"10.1136/jramc-2014-000350","title":"A survey of major trauma centre staffing in England","year":2015,"lang":"en","type":"article","venue":"Journal of the Royal Army Medical Corps","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Aberdeen; McMaster University","keywords":"Staffing; Medicine; Major trauma; Service delivery framework; Service (business); Medical emergency; Multidisciplinary approach; Nursing; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001998218,0.0001051136,0.0004689182,0.00007912161,0.00002466777,0.000003247729,0.0002197516,0.00008479216,0.0001963487],"category_scores_gemma":[0.003942777,0.00005617388,0.0001477868,0.000227911,0.0001042264,0.00002537804,0.00007150117,0.0005045995,0.000004036508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006792811,"about_ca_system_score_gemma":0.0003453004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006863628,"about_ca_topic_score_gemma":0.002568425,"domain_scores_codex":[0.9977795,0.000245937,0.0006483208,0.00008307162,0.001041852,0.0002012833],"domain_scores_gemma":[0.9987057,0.0001966067,0.0002547973,0.0001290479,0.0003889782,0.0003248604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001385571,0.0005081271,0.93051,0.0001010934,0.0002256505,0.0004001094,0.003494893,0.00008403072,0.00003419298,0.00001529034,0.01887577,0.04436523],"study_design_scores_gemma":[0.005659516,0.0004384887,0.9854459,0.0005714991,0.00009905566,0.0001152351,0.0006479488,0.0003082932,0.0002630581,0.00008288954,0.006285818,0.00008228455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919317,0.001657577,0.00003103253,0.003237038,0.00106605,0.00008034526,0.000006100518,0.00000421097,0.001985987],"genre_scores_gemma":[0.9991289,0.00005681894,0.0000685694,0.0001400141,0.0002952323,4.093141e-7,0.000001067266,0.000009179588,0.0002997949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05493588,"threshold_uncertainty_score":0.4720158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0482715435724585,"score_gpt":0.2966431348882966,"score_spread":0.2483715913158381,"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."}}