{"id":"W2143422168","doi":"10.1123/jab.19.3.246","title":"A Method for Assessing the Overall Impact Performance of Riot Helmets","year":2003,"lang":"en","type":"article","venue":"Journal of Applied Biomechanics","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deflection (physics); Shield; Hybrid III; Poison control; Computer science; Engineering; Simulation; Aeronautics; Structural engineering; Crash; Geology; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002076049,0.0002055482,0.0005910709,0.0003034318,0.0001320831,0.00003635316,0.0002008415,0.0001435941,0.0000839667],"category_scores_gemma":[0.00006979289,0.0001205113,0.0003973238,0.0003350076,0.0000344769,0.0001151734,0.00002962153,0.0003097265,0.000002492491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001450707,"about_ca_system_score_gemma":0.0003624907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001545669,"about_ca_topic_score_gemma":2.468057e-7,"domain_scores_codex":[0.9983662,0.00004449278,0.000706782,0.0001530028,0.00043238,0.0002971943],"domain_scores_gemma":[0.9980692,0.0001797305,0.0009547885,0.0002608163,0.0004080143,0.0001274097],"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":[0.0009760335,0.000389519,0.00003431498,0.0003202349,0.0005806799,0.000008483688,0.0005110346,0.00002319455,0.9297801,0.02680998,0.001138128,0.03942826],"study_design_scores_gemma":[0.004608989,0.004418454,0.0003693953,0.000273396,0.0008295915,0.0006315937,0.0006271311,0.01448151,0.9355026,0.02153325,0.01640372,0.0003203394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8100067,0.0002593198,0.1872558,0.0001685672,0.0003617876,0.0006343718,0.00002553169,0.00001538981,0.001272499],"genre_scores_gemma":[0.9223897,0.00009187692,0.07689498,0.0003296121,0.0001736044,0.000006011851,0.000003815327,0.0000336963,0.00007667581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.112383,"threshold_uncertainty_score":0.4914307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02825858595479561,"score_gpt":0.3543734314236819,"score_spread":0.3261148454688862,"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."}}