{"id":"W3016282649","doi":"10.7759/cureus.7709","title":"Seizure Prophylaxis Following Moderate to Severe Traumatic Brain Injury: Retrospective Investigation of Clinical Practice and the Impact of Clinical Guidelines","year":2020,"lang":"en","type":"article","venue":"Cureus","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Ontario Neurotrauma Foundation","keywords":"Medicine; Glasgow Coma Scale; Traumatic brain injury; Retrospective cohort study; Medical record; Demographics; Emergency medicine; Pediatrics; Anesthesia; Surgery; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.003544647,0.0001440388,0.0003567629,0.002528428,0.000523467,0.0009937042,0.000513161,0.0005119672,0.001004858],"category_scores_gemma":[0.02414598,0.0003222724,0.000311409,0.00501778,0.000714687,0.0008512305,0.0008868728,0.0004778971,0.0001830792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451467,"about_ca_system_score_gemma":0.002003035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01717162,"about_ca_topic_score_gemma":0.01610153,"domain_scores_codex":[0.9937018,0.002117122,0.001670536,0.0006385924,0.001429697,0.0004422601],"domain_scores_gemma":[0.9593694,0.008498089,0.02544479,0.0009211574,0.004246786,0.001519792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000405941,0.00001786554,0.9981318,0.0000209535,0.00001538212,0.00005886579,0.0003367906,0.00001352165,0.000018174,0.00001676188,0.00007435736,0.001254958],"study_design_scores_gemma":[0.000006296157,0.0001591259,0.996945,0.0000510078,0.00001698229,0.0004547988,0.0018455,0.0001267657,0.00003185421,0.00001316875,0.0003422858,0.000007211279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998,0.0007742686,0.00007648603,0.0001294571,0.00000518101,0.00004795484,0.0003503816,0.000003502365,0.0006126497],"genre_scores_gemma":[0.9993244,0.0003150479,0.00007657045,0.00004139377,0.000006336708,0.00002760321,0.0001699149,0.000001662103,0.00003708536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01717162,"threshold_uncertainty_score":0.03414333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1547515290693289,"score_gpt":0.4549418043951222,"score_spread":0.3001902753257933,"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."}}