{"id":"W4233819138","doi":"10.3171/foc-07/07/e5","title":"Decision making in head injury management in the Edwin Smith Papyrus","year":2007,"lang":"en","type":"article","venue":"Neurosurgical FOCUS","topic":"Infectious Diseases and Tuberculosis","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Neurosurgery; Skull; Surgery; General surgery; Head injury; Head trauma; Concussion; Crania; Poison control; Injury prevention; Medical emergency; Anatomy","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":[0.0005702717,0.0001386444,0.0002022148,0.0002148669,0.00006299352,0.00002881978,0.0001096116,0.00007079749,0.0001035193],"category_scores_gemma":[0.00006205137,0.00009003688,0.0001193119,0.0005989764,0.00003478818,0.00004059978,0.00005968781,0.0003179129,0.00005096424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008021032,"about_ca_system_score_gemma":0.00001436257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006411971,"about_ca_topic_score_gemma":0.000119693,"domain_scores_codex":[0.9985269,0.00007130837,0.0003471969,0.0002860026,0.0003945434,0.0003741022],"domain_scores_gemma":[0.9993112,0.0002616901,0.00003452161,0.0002992313,0.0000166028,0.00007672315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002147983,0.001276911,0.3536515,0.00005952207,0.00001882323,0.007943526,0.0002279532,0.00002880685,0.00008083596,0.003075176,0.0008560116,0.630633],"study_design_scores_gemma":[0.001728071,0.0002935515,0.976222,0.000170225,0.00003343709,0.0001065143,0.00007702224,0.00009779925,0.00007374382,0.001051937,0.02003256,0.0001130964],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630015,0.0002436017,0.0001325124,0.0007447473,0.000211173,0.0004646563,0.000002025471,0.00003446643,0.03516527],"genre_scores_gemma":[0.9974331,0.000110699,0.00009588211,0.002159249,0.0001036119,0.00002034721,0.000001081275,0.00001655444,0.00005943673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6305199,"threshold_uncertainty_score":0.3671598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331191134931586,"score_gpt":0.3240172487903645,"score_spread":0.3107053374410487,"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."}}