{"id":"W2011545057","doi":"10.1016/j.compstruct.2004.04.008","title":"Parametric study of automotive composite bumper beams subjected to low-velocity impacts","year":2004,"lang":"en","type":"article","venue":"Composite Structures","topic":"Transportation Safety and Impact Analysis","field":"Engineering","cited_by":118,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Automotive industry; Sheet moulding compound; Composite number; Rigidity (electromagnetism); Parametric statistics; Materials science; Molding (decorative); Crash; Beam (structure); Structural engineering; Composite material; Engineering; Computer science; Aerospace 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006519606,0.0006233046,0.000625643,0.0009042679,0.0007660103,0.0006819984,0.001062129,0.001074414,0.003376144],"category_scores_gemma":[0.001782406,0.0004575627,0.0004341361,0.0006761782,0.001191137,0.0004878968,0.0007022718,0.0005085468,0.0002425684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003812897,"about_ca_system_score_gemma":0.0004383104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505855,"about_ca_topic_score_gemma":0.00150881,"domain_scores_codex":[0.9995911,0.00006758553,0.000008891956,0.00003713766,0.0001734047,0.0001218686],"domain_scores_gemma":[0.9987324,0.0007924093,0.0001560357,0.0001145691,0.000133065,0.00007141648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002403084,0.0006376513,0.006748439,0.0002813167,0.0000958054,0.001619082,0.001034954,0.5481668,0.4124831,0.003922999,0.0005583539,0.02204841],"study_design_scores_gemma":[0.00009628991,0.001978823,0.02036881,0.00003530093,0.000106856,0.0004731501,0.00078879,0.8543598,0.1196688,0.0008129516,0.001224771,0.00008555125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936057,0.00009043543,0.003511601,0.00002674589,0.000009687941,0.00001393585,0.00003529704,0.00003684171,0.002669712],"genre_scores_gemma":[0.9989962,0.00003323114,0.0004890065,0.000003561719,0.000001756451,0.000005962351,0.000009719973,0.000004623131,0.0004558727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003376144,"threshold_uncertainty_score":0.01129436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007173568436668383,"score_gpt":0.2389357109812932,"score_spread":0.2317621425446248,"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."}}