{"id":"W2970669977","doi":"10.1139/tcsme-2018-0057","title":"Study of vehicle crashes into a rigid barrier","year":2019,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crash; Collision; Software; Motor vehicle crash; Computer science; Identification (biology); Reliability (semiconductor); Simulation; Crash test; Engineering; Poison control; Computer security; Human factors and ergonomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000111077,0.0001109038,0.0002156331,0.00005783767,0.00007495449,0.000007072898,0.0001960315,0.00009133966,0.00009143872],"category_scores_gemma":[0.000006756582,0.0001019304,0.0004871274,0.0003536338,0.00001299722,0.00009705335,0.000001482254,0.0001510607,0.000001763438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001184984,"about_ca_system_score_gemma":0.00006180271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006643992,"about_ca_topic_score_gemma":0.04098698,"domain_scores_codex":[0.9993038,0.000004546127,0.0002668314,0.00009680464,0.0001390412,0.0001890038],"domain_scores_gemma":[0.9994913,0.00005313495,0.00002549432,0.0002510158,0.00004716115,0.0001318754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004858591,0.00003095821,0.0001306675,0.0001734958,0.0005325395,9.631954e-8,0.002312564,0.9732473,0.0227692,0.0003352397,0.00002577624,0.0004373342],"study_design_scores_gemma":[0.002567738,0.0003634933,0.005452853,0.0001269843,0.0009019284,0.000002121532,0.005694217,0.8999587,0.08129042,0.000289929,0.002718228,0.0006333228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9213575,0.00005447448,0.07752782,0.00008184528,0.0003089815,0.0004691732,0.0000906833,0.00006857612,0.00004096237],"genre_scores_gemma":[0.9984644,0.000006753118,0.001393424,0.00001631442,0.00001101532,0.00002405848,0.000002558491,0.00002755414,0.00005392675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07710692,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007220755890330103,"score_gpt":0.2008081408839664,"score_spread":0.1935873849936363,"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."}}