{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003676107,0.0005424639,0.0005361016,0.002249074,0.0004017171,0.0008316047,0.0006890656,0.0004081571,0.001676447],"category_scores_gemma":[0.04835809,0.0001823205,0.0002570802,0.001958932,0.0007109386,0.0008282307,0.0009152226,0.0005124225,0.001460677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007237442,"about_ca_system_score_gemma":0.0005178729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003629489,"about_ca_topic_score_gemma":0.002917127,"domain_scores_codex":[0.9925283,0.002536438,0.001085029,0.0007260531,0.002840054,0.0002842772],"domain_scores_gemma":[0.9772751,0.007300782,0.007729002,0.00155285,0.005785327,0.0003570318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003461043,0.00006568899,0.7847217,0.0006126698,0.000184435,0.005280938,0.002336172,0.0008198518,0.002529593,0.001192564,0.02736493,0.1745452],"study_design_scores_gemma":[0.00003624002,0.0002476441,0.9011601,0.001930643,0.0002115696,0.0296465,0.004257692,0.003633377,0.004936791,0.005101624,0.04873008,0.0001078007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.923849,0.007352477,0.02843373,0.004965123,0.001639427,0.0003324028,0.002868362,0.0008029282,0.02975659],"genre_scores_gemma":[0.9885301,0.002809125,0.004037611,0.001275222,0.000320266,0.00005899203,0.001221285,0.00006168954,0.001685659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003676107,"threshold_uncertainty_score":0.01944131,"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."}}