{"id":"W7018002387","doi":"","title":"A Comparison of the Head Dynamic Response and Brain Tissue Deformation from Impacts Resulting in Concussion, Concussion with Persistent Post-Concussive Symptoms, and Subdural Hematoma","year":2016,"lang":"en","type":"article","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Ontario Neurotrauma Foundation","keywords":"Concussion; Hematoma; Brain tissue; Head injury; Traumatic brain injury; Brain trauma; Head trauma; von Mises yield criterion","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002261696,0.0002688735,0.0001835138,0.001054258,0.0001465553,0.0002450256,0.0001424813,0.0003351638,0.001939934],"category_scores_gemma":[0.001230357,0.0001545106,0.0002408006,0.0004343729,0.0002430662,0.0001819343,0.0004488163,0.0001805322,0.0003918081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018104,"about_ca_system_score_gemma":0.0001275504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451098,"about_ca_topic_score_gemma":0.001798847,"domain_scores_codex":[0.9998009,0.00003006992,0.00002094565,0.00003043444,0.00007548446,0.00004225138],"domain_scores_gemma":[0.9994161,0.0001120617,0.0001985166,0.00003714653,0.0001244606,0.0001117573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004209025,0.0003950549,0.8923063,0.0001711287,0.0001542576,0.001993025,0.000606288,0.001267787,0.0671415,0.00007862387,0.0003560619,0.031321],"study_design_scores_gemma":[0.000007872153,0.0009148293,0.9958481,0.000004699978,0.00001326892,0.001026243,0.0002288752,0.0003418661,0.001487244,0.00001368393,0.0001084798,0.000004789885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991094,0.0000488492,0.0001724925,0.000007436538,0.000002918362,0.00001848258,0.0001372305,0.000004000791,0.0004992006],"genre_scores_gemma":[0.9992455,0.00004217265,0.0001638433,0.000008640505,0.000004783582,0.00001177286,0.0002765786,0.000001597976,0.0002451309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001939934,"threshold_uncertainty_score":0.006489694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225257206590288,"score_gpt":0.3372592934973348,"score_spread":0.3150067214314319,"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."}}