{"id":"W2050473597","doi":"10.1017/s1049023x14001289","title":"Glasgow Coma Scale Scoring is Often Inaccurate","year":2014,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada)","funders":"","keywords":"Glasgow Coma Scale; Triage; Medicine; Observational study; Emergency department; Emergency medical services; Emergency medicine; Inter-rater reliability; Medical emergency; Rating scale; Psychology; Nursing; Psychiatry; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.00018734,0.0001600182,0.0002921539,0.00009556391,0.00006508058,0.0000175323,0.00007222481,0.00005161238,0.0006967465],"category_scores_gemma":[0.00006832035,0.0001110271,0.00003822086,0.0001118524,0.0001888896,0.0001808255,0.00009533379,0.0001091975,0.00003987571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001434141,"about_ca_system_score_gemma":0.000005310274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003081535,"about_ca_topic_score_gemma":0.000001545423,"domain_scores_codex":[0.9990457,0.0000178648,0.0002567501,0.0002589754,0.0002312291,0.000189489],"domain_scores_gemma":[0.9994437,0.0000304615,0.0000703918,0.0002379121,0.00006013807,0.0001574183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003440695,0.0002750968,0.2085654,0.000916317,0.0001306633,0.000004605576,0.01244918,2.079489e-7,0.00205121,0.008492797,0.22687,0.5399004],"study_design_scores_gemma":[0.01022618,0.02077526,0.3255078,0.002746096,0.000638686,0.00002739324,0.005095793,0.004526629,0.009407275,0.01532581,0.6046889,0.00103422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.806147,0.0004842023,0.003095641,0.01418676,0.000167845,0.0003427037,0.000001655174,0.0001812836,0.175393],"genre_scores_gemma":[0.9804799,0.0002820434,0.0003126884,0.003031602,0.0004128356,0.00002494343,0.00002135394,0.00001818169,0.01541647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5388662,"threshold_uncertainty_score":0.7628885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147367864318395,"score_gpt":0.257139877539117,"score_spread":0.2456661988959331,"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."}}