{"id":"W2059911745","doi":"10.1097/scs.0b013e3182a30544","title":"Facial Fractures of the Upper Craniofacial Skeleton Predict Mortality and Occult Intracranial Injury After Blunt Trauma","year":2013,"lang":"en","type":"article","venue":"Journal of Craniofacial Surgery","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Occult; Glasgow Coma Scale; Craniofacial; Blunt; Head injury; Blunt trauma; Poison control; Surgery; Injury Severity Score; Skull fracture; Injury prevention; Retrospective cohort study; Presentation (obstetrics); Emergency medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008644724,0.0004109862,0.001196635,0.0002966361,0.0001684563,0.00009087785,0.0002368797,0.000349284,0.001380036],"category_scores_gemma":[0.0005837793,0.000262585,0.0009183544,0.0003238198,0.0004512935,0.0004686965,0.00009883651,0.0008145396,0.00001463856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009346915,"about_ca_system_score_gemma":0.0002359129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000407116,"about_ca_topic_score_gemma":0.00003428652,"domain_scores_codex":[0.9962478,0.0001896413,0.001533685,0.0002968983,0.001250379,0.0004816493],"domain_scores_gemma":[0.9977988,0.0001944775,0.000816552,0.0003579076,0.0004793584,0.0003528965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001643779,0.000534071,0.8810759,0.0002515174,0.0005328806,0.0001367482,0.0009897944,0.00000825946,0.004308039,0.00003718879,0.00535907,0.1051227],"study_design_scores_gemma":[0.0009096795,0.0002404257,0.9816241,0.0001976948,0.0004221166,0.0001006119,0.0001759751,0.00001827018,0.001262844,0.0004366011,0.01436209,0.0002495934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939482,0.0001494272,0.0001619215,0.001798679,0.002494222,0.0006618918,0.00006632967,0.00002377054,0.0006955527],"genre_scores_gemma":[0.9964398,0.0001506948,0.0001321547,0.001290525,0.001852538,0.00001709152,0.000003922474,0.00003742971,0.00007587143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1048731,"threshold_uncertainty_score":0.9999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531462331264837,"score_gpt":0.2713545429627555,"score_spread":0.2560399196501071,"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."}}