{"id":"W3012644006","doi":"10.1080/10255842.2020.1741555","title":"Simulated brain strains resulting from falls differ between concussive events of young children and adults","year":2020,"lang":"en","type":"article","venue":"Computer Methods in Biomechanics & Biomedical Engineering","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Concussion; Medicine; Strain (injury); Injury prevention; Poison control; Physical medicine and rehabilitation; Traumatic brain injury; Physical therapy; Young adult; Pediatrics; Internal medicine; Emergency medicine; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001109313,0.0003279089,0.0009131582,0.0004143094,0.00002989056,0.00001994499,0.0003424037,0.0003614773,0.00002890128],"category_scores_gemma":[0.001442129,0.0002972425,0.0001141376,0.001004895,0.0001001312,0.00007138586,0.000454957,0.00072612,0.000003020554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007759016,"about_ca_system_score_gemma":0.0000640349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006718538,"about_ca_topic_score_gemma":4.497726e-7,"domain_scores_codex":[0.997019,0.0002648513,0.0009401863,0.0006610287,0.0005918317,0.0005231301],"domain_scores_gemma":[0.9974402,0.001367466,0.0001496272,0.0003298874,0.0000802397,0.0006325754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002237758,0.0002036269,0.005020436,0.0006636524,0.0007434543,0.00009502915,0.00474816,0.00008495522,0.4860174,0.0001170373,0.0001147962,0.5019677],"study_design_scores_gemma":[0.006617009,0.0008320009,0.09804367,0.001303246,0.00008222271,0.00002174263,0.00008537289,0.8771348,0.01513437,0.000205261,0.0001168413,0.0004234702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5412555,0.000139141,0.4568439,0.0008824764,0.0001534963,0.0004581237,0.0001669812,0.00009843907,0.00000199956],"genre_scores_gemma":[0.6816331,0.0000192715,0.3175553,0.0001799733,0.0003483265,0.00000509316,0.0002081295,0.00004891989,0.000001843048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8770499,"threshold_uncertainty_score":0.999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04335229218168288,"score_gpt":0.3576547143776133,"score_spread":0.3143024221959304,"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."}}