{"id":"W2893719771","doi":"10.1186/s13049-018-0551-9","title":"A novel method of non-clinical dispatch is associated with a higher rate of critical Helicopter Emergency Medical Service intervention","year":2018,"lang":"en","type":"article","venue":"Scandinavian Journal of Trauma Resuscitation and Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Surrey; Associated Medical Services","keywords":"Bespoke; Medicine; Emergency medical services; Emergency medicine; Triage; Medical emergency; Emergency medical care; Retrospective cohort study; Incidence (geometry); Intervention (counseling); Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002851687,0.0002873005,0.001158957,0.0003728289,0.0001036636,0.000002298561,0.0001917113,0.0002116985,0.006341944],"category_scores_gemma":[0.001941202,0.0001907833,0.0003165379,0.000939036,0.0005950534,0.0001824047,0.00004032045,0.0004189916,0.000003353399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003678827,"about_ca_system_score_gemma":0.00009524186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003187439,"about_ca_topic_score_gemma":0.0003432819,"domain_scores_codex":[0.9954665,0.0002636329,0.002640699,0.0003215842,0.0009833551,0.0003242009],"domain_scores_gemma":[0.9947814,0.0002363892,0.001048379,0.0002292606,0.003209848,0.0004947043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01938347,0.008237477,0.6632199,0.007473876,0.008106776,0.0002287371,0.04688253,0.000004821517,0.04111969,0.001333985,0.08996665,0.1140421],"study_design_scores_gemma":[0.009542491,0.008940141,0.9692845,0.004932046,0.001435562,0.0001379244,0.003231311,0.0004218538,0.0007858181,0.000584048,0.0004578133,0.0002465266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510738,0.001444137,0.02350071,0.01566924,0.004842102,0.0002967799,0.0000348528,0.000015862,0.003122493],"genre_scores_gemma":[0.9952186,0.001049174,0.002193161,0.0002133345,0.0008636491,0.000005777199,0.00001481318,0.00003051313,0.0004109699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3060646,"threshold_uncertainty_score":0.9945664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07452246334931531,"score_gpt":0.4341789664117984,"score_spread":0.3596565030624831,"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."}}