{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001230665,0.0006835557,0.0009791709,0.0002485013,0.0006903633,0.0001641067,0.0002599075,0.0007413634,0.00004287457],"category_scores_gemma":[0.001406027,0.0005716522,0.0001911456,0.000487159,0.000737813,0.0004173467,0.0001820711,0.0006962529,0.00001523873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004090514,"about_ca_system_score_gemma":0.0001994937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007389865,"about_ca_topic_score_gemma":0.001886892,"domain_scores_codex":[0.996188,0.00014748,0.0009927684,0.001222127,0.0006178609,0.0008317695],"domain_scores_gemma":[0.9978914,0.0004004597,0.0003062218,0.0007355605,0.0002064643,0.0004599513],"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":[0.001132189,0.0003440612,0.00007213819,0.0003430613,0.00007841277,0.00003965287,0.00003970483,0.000007425933,0.9862729,0.007070145,0.0003825325,0.004217817],"study_design_scores_gemma":[0.009299163,0.02838113,0.9146055,0.003182569,0.0008785658,0.001143075,0.0004690956,0.000002676185,0.002953621,0.01261499,0.02469437,0.001775221],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571148,0.00234787,0.001604573,0.007114749,0.0006701755,0.01916414,0.0001298407,0.005322751,0.006531162],"genre_scores_gemma":[0.9790204,0.0002518934,0.01778877,0.0008844745,0.0002860163,0.001271105,0.00002947426,0.0001364409,0.0003313999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9833192,"threshold_uncertainty_score":0.9996735,"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."}}