{"id":"W4292608695","doi":"10.1115/1.4055289","title":"Review of Mechanisms and Research Methods for Blunt Ballistic Head Injury","year":2022,"lang":"en","type":"review","venue":"Journal of Biomechanical Engineering","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glenrose Rehabilitation Hospital; Alberta Health Services; University of British Columbia; University of Victoria; University of Alberta","funders":"","keywords":"Blunt; Traumatic brain injury; Head injury; Instrumentation (computer programming); Head (geology); Physical medicine and rehabilitation; Medicine; Risk analysis (engineering); Forensic engineering; Computer science; Engineering; Surgery; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001283096,0.001291736,0.002053072,0.006388191,0.0004568669,0.001364576,0.001456358,0.001334991,0.007007909],"category_scores_gemma":[0.003215578,0.0005735311,0.001805221,0.004657693,0.0005981136,0.002006497,0.0008424704,0.001428446,0.002155055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007752051,"about_ca_system_score_gemma":0.003552983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002282598,"about_ca_topic_score_gemma":0.003016756,"domain_scores_codex":[0.9994216,0.0001042975,0.0001547791,0.00009786375,0.0001882088,0.00003327964],"domain_scores_gemma":[0.9982717,0.001061428,0.0002436132,0.00004427007,0.0003235588,0.00005537153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009430156,0.00009249066,0.000261514,0.165215,0.0003444094,0.0002174305,0.000153582,0.0004318612,0.00134328,0.003840503,0.02671622,0.8012894],"study_design_scores_gemma":[0.00002723983,0.0001965522,0.002228163,0.06000116,0.001071526,0.00173279,0.0001582817,0.0001415657,0.0008003089,0.002875866,0.9307156,0.00005085644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000081367,0.9989232,0.0001581562,0.0001681405,0.0001375453,0.00001107961,0.0000374484,0.000007268099,0.0004756768],"genre_scores_gemma":[0.0003543758,0.9990632,0.0002095337,0.00008557492,0.00006968859,0.00001099487,0.00003141623,0.000001533442,0.0001738276],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007007909,"threshold_uncertainty_score":0.02344376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1968494444033393,"score_gpt":0.5166810792742492,"score_spread":0.3198316348709099,"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."}}