{"id":"W2890251960","doi":"10.1161/circ.134.suppl_1.13835","title":"Abstract 13835: Accuracy of Prehospital Documentation of Hypoxia Compared to Continuous Non-Invasive Monitor Data Tracking in Major Traumatic Brain Injury","year":2016,"lang":"en","type":"article","venue":"Circulation","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bentley (Canada)","funders":"","keywords":"Medicine; Hypoxia (environmental); Traumatic brain injury; Documentation; Intensive care medicine; Emergency medicine; Medical emergency; Psychiatry","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":[0.007165892,0.0002396439,0.0002575945,0.001144124,0.0001651031,0.0007040573,0.0005019428,0.000408551,0.001760028],"category_scores_gemma":[0.04231496,0.0001763129,0.000247774,0.0007824353,0.0003388226,0.0006668993,0.0008104016,0.0002482824,0.000537248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002956937,"about_ca_system_score_gemma":0.0002684721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002245554,"about_ca_topic_score_gemma":0.001872745,"domain_scores_codex":[0.9956578,0.001916315,0.0007428239,0.0006450895,0.0008365018,0.0002015314],"domain_scores_gemma":[0.9715323,0.01458895,0.008527232,0.00150836,0.003267314,0.0005758473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009295676,0.0000207968,0.9873611,0.00004941281,0.00005435161,0.00002727276,0.0001954072,0.000159547,0.0005970729,0.00001608099,0.0002235157,0.01036586],"study_design_scores_gemma":[0.00002149943,0.0005713013,0.9946494,0.00004343274,0.00005471731,0.0002745846,0.0002289984,0.002611137,0.001151784,0.00003612709,0.0003484001,0.000008747425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997669,0.0003748399,0.0008237907,0.00005097373,0.00002003331,0.00002437094,0.0004424965,0.00002988725,0.0005645089],"genre_scores_gemma":[0.9992446,0.00005505111,0.0003231281,0.00001035203,0.000008143451,0.000009082095,0.0002487564,0.000003834391,0.00009724008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007165892,"threshold_uncertainty_score":0.03789735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04937384172207106,"score_gpt":0.3335914933098802,"score_spread":0.2842176515878092,"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."}}