{"id":"W4249308382","doi":"10.1063/1.4797294","title":"Safer vehicles by redesign","year":2006,"lang":"en","type":"article","venue":"Physics Today","topic":"Traffic and Road Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Visibility; Daylight; Twilight; Aeronautics; Power (physics); Telecommunications; Computer security; Computer science; Electrical engineering; Transport engineering; Engineering; Meteorology; Physics; Optics","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":[0.00002899324,0.00009236634,0.00008570425,0.000007738541,0.00003955865,0.0000126118,0.00007080126,0.00003693344,0.00002341571],"category_scores_gemma":[6.98839e-7,0.00008689001,0.00003784233,0.00007397018,0.00001697283,0.00006456682,0.000007994483,0.00007895259,0.0001725363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000212392,"about_ca_system_score_gemma":0.000004328539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001743217,"about_ca_topic_score_gemma":0.000001467182,"domain_scores_codex":[0.99957,0.000006935472,0.00008977097,0.00008791059,0.000082268,0.0001631099],"domain_scores_gemma":[0.9998158,0.00001950838,0.000008568388,0.0001211906,0.00000896674,0.00002593976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000729341,0.0001046635,0.0007300064,0.00004003963,0.00004296457,0.00000435689,0.0001695202,0.1292693,0.06677844,0.02258012,0.7256898,0.05458352],"study_design_scores_gemma":[0.001447569,0.00005759961,0.02444469,0.00006294903,0.00007046536,0.000004351882,0.00006445772,0.0739067,0.2488565,0.03135867,0.6182386,0.001487469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4156287,0.0029158,0.2294579,0.0005139988,0.001357815,0.0003886553,0.0001204822,0.003232775,0.3463839],"genre_scores_gemma":[0.9982074,0.00001936055,0.0003863008,0.00002447815,0.000312514,0.000005023418,0.00002512182,0.00002660393,0.00099312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5825788,"threshold_uncertainty_score":0.3543272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00524781291690324,"score_gpt":0.1752959708315917,"score_spread":0.1700481579146885,"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."}}