{"id":"W2034524720","doi":"10.1159/000120527","title":"Effect of Population Characteristics on Head Injury Mortality","year":2008,"lang":"en","type":"article","venue":"Pediatric Neurosurgery","topic":"Disaster Response and Management","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Head injury; Head (geology); Population; Emergency medicine; Surgery; Environmental health","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":[0.0008364567,0.0001478246,0.0003513299,0.0002276944,0.000231238,0.000002665462,0.000088794,0.00007799204,0.00009138203],"category_scores_gemma":[0.0005691436,0.0001261373,0.0001065026,0.0002838162,0.00001941343,0.00007312547,0.00007764716,0.0002477484,0.0002084662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003079756,"about_ca_system_score_gemma":0.00004430769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008061309,"about_ca_topic_score_gemma":0.000001584577,"domain_scores_codex":[0.9976473,0.0009097797,0.0005971296,0.0002318828,0.0003135037,0.0003004272],"domain_scores_gemma":[0.997985,0.001168491,0.0003457918,0.000377216,0.00003540875,0.00008810472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004853804,0.00008459237,0.985939,0.0004364114,0.000007077262,0.00002928358,0.0001495919,0.000001930166,0.00006953648,0.00006805154,0.01064493,0.002084207],"study_design_scores_gemma":[0.000236921,0.0002821566,0.9962816,0.00001926993,0.00005053974,7.510412e-7,0.000005259878,0.000009361796,0.00004546394,0.0000116639,0.002959196,0.00009782544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953762,0.00001422474,0.00001107517,0.00005170397,0.001799368,0.0005088635,0.00004122635,0.00008323834,0.002114053],"genre_scores_gemma":[0.9973938,0.0001871531,0.000002603715,0.0005942804,0.0005859323,0.00006497143,0.00004236323,0.0000235567,0.001105369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01034258,"threshold_uncertainty_score":0.5143731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06411832976228185,"score_gpt":0.4117353127081241,"score_spread":0.3476169829458423,"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."}}