{"id":"W2424158710","doi":"10.1017/cjn.2016.185","title":"P.081 Penetrating brain injury, recent case series of a single institution and literature review","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Blunt; Radiological weapon; Traumatic brain injury; Decompressive craniectomy; Presentation (obstetrics); Cranioplasty; Surgery; Polytrauma; Skull","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003102299,0.0002304603,0.000532263,0.000552871,0.001079918,0.000231091,0.0004507285,0.0001335488,0.0001047443],"category_scores_gemma":[0.004485666,0.0001201638,0.0001542781,0.0009768574,0.006523242,0.001064264,0.00003895068,0.0005043154,5.313872e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001107094,"about_ca_system_score_gemma":0.001731709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001497638,"about_ca_topic_score_gemma":0.009553573,"domain_scores_codex":[0.9971669,0.0004917542,0.0008748544,0.0003221175,0.0005026368,0.0006417526],"domain_scores_gemma":[0.9971889,0.000309175,0.0006648828,0.0001225667,0.0005604028,0.001154072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.0005495636,0.0001392409,0.7480212,0.0006194823,0.00007662022,0.1120969,0.001601216,0.00002875582,0.00430161,0.009543885,0.003141795,0.1198797],"study_design_scores_gemma":[0.0005387979,0.1036126,0.03290584,0.00307863,0.0001219203,0.8416472,0.0002883549,0.00002482171,0.0008386117,0.0111418,0.005486995,0.0003144399],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646964,0.01541838,0.00002385675,0.01804467,0.000271449,0.0001772235,0.00001951383,0.000009336031,0.001339195],"genre_scores_gemma":[0.9829364,0.01174048,0.001854728,0.003312196,0.0001274797,0.000001424278,2.021428e-7,0.00000629133,0.00002075934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7295503,"threshold_uncertainty_score":0.9961804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03818759598932651,"score_gpt":0.2893644667088781,"score_spread":0.2511768707195516,"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."}}