{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001965305,0.001524887,0.000536949,0.00165478,0.001161016,0.003152354,0.002169519,0.002421552,0.02664408],"category_scores_gemma":[0.005523662,0.0005295723,0.0009176911,0.0007863011,0.00167348,0.006469749,0.002867692,0.002390447,0.0111044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148549,"about_ca_system_score_gemma":0.001734044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002251037,"about_ca_topic_score_gemma":0.002881211,"domain_scores_codex":[0.9977486,0.0004539833,0.0001213361,0.00027614,0.001172391,0.0002276158],"domain_scores_gemma":[0.9970253,0.0003699092,0.000267255,0.001176839,0.0009359465,0.0002246856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000989825,0.0002561233,0.001335506,0.0007404104,0.00005875312,0.0002441885,0.0008426244,0.0164025,0.00528097,0.2433419,0.10636,0.6250381],"study_design_scores_gemma":[0.00002524562,0.0001614222,0.0005467298,0.0002510786,0.00003852946,0.0004742692,0.0002832823,0.00789939,0.003116446,0.0596104,0.9275525,0.00004069592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02856314,0.02090116,0.4693239,0.02333477,0.01641999,0.0008471669,0.0006250839,0.01080192,0.4291829],"genre_scores_gemma":[0.2695678,0.03019005,0.3671756,0.009278167,0.003529083,0.000947629,0.002024831,0.003047678,0.3142391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02664408,"threshold_uncertainty_score":0.08913332,"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."}}