{"id":"W2079576348","doi":"10.1016/j.aap.2008.07.008","title":"Methods to mitigate injury to toddlers in near-side impact crashes","year":2008,"lang":"en","type":"article","venue":"Accident Analysis & Prevention","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Windsor","funders":"","keywords":"Hybrid III; Side impact; Crash test; Structural engineering; Crash; Parametric statistics; Engineering; Poison control; LS-DYNA; Collision; Crashworthiness; Finite element method; Simulation; Computer science; Mathematics; Statistics; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000919293,0.0002365648,0.0006571483,0.001246584,0.0001416785,0.00004865773,0.0001736824,0.0001093981,0.001165504],"category_scores_gemma":[0.0001944403,0.0002168367,0.0007124179,0.002687682,0.00002746873,0.0002206175,0.0001182768,0.0001762307,0.0002975807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003337346,"about_ca_system_score_gemma":0.0001092065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006254409,"about_ca_topic_score_gemma":0.002577017,"domain_scores_codex":[0.9978905,0.0002527409,0.0006062036,0.000496145,0.0003712013,0.0003831587],"domain_scores_gemma":[0.9988472,0.00004951885,0.0001471342,0.0004953154,0.0001389861,0.0003218545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000466143,0.0004054572,0.8932151,0.000007115595,0.002233513,0.00008958509,0.002608404,0.0006242276,0.02984643,0.00005692853,0.003222761,0.06722441],"study_design_scores_gemma":[0.0004265878,0.0006723533,0.9807721,0.000070266,0.001370181,0.00001007593,0.0001398221,0.0008704701,0.01401997,0.0006904194,0.0007064622,0.0002513137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584523,0.0001183998,0.03995216,0.0004738818,0.00007268881,0.0005508485,0.000001019762,0.00006157763,0.0003171044],"genre_scores_gemma":[0.9796777,0.00004052091,0.01667553,0.0005162233,0.00008179447,0.00005531369,0.00007580276,0.00002518596,0.002851963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08755705,"threshold_uncertainty_score":0.9997476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03833879722171457,"score_gpt":0.4147472688886757,"score_spread":0.3764084716669611,"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."}}