{"id":"W2264727229","doi":"10.4271/2004-01-1766","title":"The Influence of Vehicle Beam Patterns on Safety and Acceptance","year":2004,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Vehicle safety; Automotive engineering; Computer science; Aeronautics; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005554483,0.0005520305,0.000828962,0.0001350651,0.0005312104,0.00005416022,0.0006536164,0.0005360066,0.0001450238],"category_scores_gemma":[0.0006212857,0.000380427,0.0003053038,0.0004709616,0.001419141,0.0002481085,0.0003570322,0.0011503,0.00005885618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002790418,"about_ca_system_score_gemma":0.0001228713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003808831,"about_ca_topic_score_gemma":0.01330134,"domain_scores_codex":[0.9965202,0.00006896075,0.0009712746,0.0008735603,0.0008626005,0.0007034636],"domain_scores_gemma":[0.9974465,0.0004272286,0.0002848662,0.001357771,0.0001573155,0.0003263494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001370037,0.0003995254,0.0005565184,0.00007341923,0.00005687061,0.00004348376,0.00004962916,0.00001709593,0.9526821,0.03775902,0.0001864964,0.006805829],"study_design_scores_gemma":[0.001457497,0.004174084,0.9712238,0.0005654509,0.00009378533,0.00007185408,0.0001101513,2.062563e-8,0.001748801,0.003945254,0.01624294,0.0003663806],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824749,0.0002831999,0.000001077755,0.005795634,0.00009194166,0.0009425558,0.0000826544,0.0006524354,0.009675614],"genre_scores_gemma":[0.9939123,0.001630306,0.0003772666,0.003436296,0.00009980781,0.0000880572,0.0000188456,0.00007915418,0.0003579945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9706672,"threshold_uncertainty_score":0.9998648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105769234556633,"score_gpt":0.2607006071104291,"score_spread":0.2501236836547658,"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."}}