{"id":"W2112837935","doi":"10.1177/0954411912445729","title":"Finite-element study of cerebrospinal fluid in mitigating closed head injuries","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part H Journal of Engineering in Medicine","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Inviscid flow; Cerebrospinal fluid; Finite element method; Intracranial pressure; Head (geology); Fluid–structure interaction; Fluid pressure; Interstitial fluid; Fluid dynamics; Skull; Mechanics; Medicine; Materials science; Geology; Physics; Structural engineering; Engineering; Surgery; Pathology","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":[0.001891465,0.0002176384,0.0009156739,0.0006473577,0.00002376105,0.000002645045,0.000270183,0.0001160829,0.00002504098],"category_scores_gemma":[0.001881286,0.0001556308,0.0001358255,0.0007275334,0.0001048282,0.0002236249,0.00007947499,0.0005678232,2.691199e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001609037,"about_ca_system_score_gemma":0.00007006113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000180194,"about_ca_topic_score_gemma":0.000001896801,"domain_scores_codex":[0.9971288,0.00001424694,0.001664815,0.0001267324,0.0007681663,0.0002972426],"domain_scores_gemma":[0.998497,0.0001086736,0.0007141037,0.0001199948,0.0004192363,0.0001409589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002746361,0.006909668,0.08251069,0.005721758,0.0009666885,0.00002456944,0.01809765,0.03774375,0.7759095,0.06692908,0.0006306138,0.001809712],"study_design_scores_gemma":[0.036817,0.02898619,0.1196174,0.03343573,0.001407435,0.0002716628,0.01568107,0.05071591,0.7099032,0.0007614099,0.001443038,0.0009599171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968948,0.0004133045,0.001387034,0.000226917,0.0005792502,0.000407128,0.000002503149,0.00001088031,0.0000781264],"genre_scores_gemma":[0.9981379,0.00006468863,0.001467799,0.00002634418,0.0002678315,0.000007027975,9.415415e-7,0.00001817268,0.000009301727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06616767,"threshold_uncertainty_score":0.6346439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02796128438387064,"score_gpt":0.2903082122902994,"score_spread":0.2623469279064288,"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."}}