{"id":"W2015133105","doi":"10.1136/emermed-2011-200133","title":"A simple three-step dispatch rule may reduce lights and sirens responses to motor vehicle crashes","year":2011,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Triage; Medical emergency; Emergency medical services; Trauma centre; Major trauma; First aid; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005984807,0.0003749485,0.000669279,0.0003274778,0.0004586046,0.00000639998,0.0002025632,0.0001081442,0.01848624],"category_scores_gemma":[0.0007826264,0.0002563091,0.0001751575,0.0004331657,0.0001697482,0.0001487994,0.00009972716,0.0004692588,0.00008103428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006083577,"about_ca_system_score_gemma":0.0001039026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062325,"about_ca_topic_score_gemma":0.0007766479,"domain_scores_codex":[0.9972528,0.00009783948,0.0009335504,0.000425927,0.0006456405,0.0006442167],"domain_scores_gemma":[0.9981049,0.00006049622,0.0001881241,0.0003887534,0.0003988907,0.0008588138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001531288,0.000245783,0.4870648,0.0001280609,0.0003875782,0.00009380723,0.009473016,3.210932e-7,0.0267553,0.00008681916,0.4657172,0.008516059],"study_design_scores_gemma":[0.001258672,0.001911727,0.9023719,0.0002543892,0.0003250029,0.0003054277,0.002248381,0.00001990388,0.0008553737,0.0008027109,0.08936062,0.0002858291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546409,0.005238109,0.0003269771,0.005473306,0.002862831,0.0003699725,0.000012379,0.00007870094,0.03099686],"genre_scores_gemma":[0.9740671,0.002640571,0.0005387865,0.0001342323,0.002449687,0.0000294288,0.000003753572,0.00005689813,0.02007954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4153072,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08015977891190404,"score_gpt":0.3427921539557795,"score_spread":0.2626323750438755,"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."}}