{"id":"W1486994450","doi":"10.4271/2004-01-1610","title":"Bumper Systems Designed for Both Pedestrian Protection and FMVSS Requirements: Part Design and Testing","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":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedestrian; Computer science; Vehicle safety; Systems engineering; Engineering; Reliability engineering; Automotive engineering; Transport engineering","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":[0.001454287,0.000875965,0.0008020695,0.001302281,0.0007583954,0.0007029983,0.001827825,0.001613859,0.01221537],"category_scores_gemma":[0.002156591,0.000545042,0.000510096,0.000518495,0.0003998198,0.001146909,0.0005385549,0.0006860158,0.003080826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007534921,"about_ca_system_score_gemma":0.0007141134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001376314,"about_ca_topic_score_gemma":0.001367349,"domain_scores_codex":[0.9986662,0.0001910644,0.00006362465,0.0001990647,0.0007118142,0.0001683852],"domain_scores_gemma":[0.998429,0.0002731973,0.0001684562,0.0002779069,0.0007174301,0.0001340246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001098014,0.000642744,0.00333205,0.001091043,0.00007110129,0.0005549372,0.0007055447,0.007886951,0.8117329,0.002337371,0.008285279,0.162262],"study_design_scores_gemma":[0.0004937538,0.01377891,0.02321047,0.0001605552,0.0001722311,0.001224276,0.0004137074,0.02676089,0.8376098,0.0005579268,0.09544061,0.0001768617],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.634204,0.003113433,0.3169963,0.0005835969,0.000832211,0.005602117,0.002003892,0.007777471,0.02888708],"genre_scores_gemma":[0.8100025,0.0008582661,0.1355605,0.0002651621,0.0001112972,0.00208064,0.002220724,0.0008570237,0.04804379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01221537,"threshold_uncertainty_score":0.04086453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460147934669916,"score_gpt":0.2914400522165203,"score_spread":0.2268385728698211,"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."}}