{"id":"W2022993501","doi":"10.1080/13588265.2012.661658","title":"Development of granular-medium-based impact energy management system","year":2012,"lang":"en","type":"article","venue":"International Journal of Crashworthiness","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Saskatchewan; Durban University of Technology","keywords":"Automotive industry; Impact energy; Bravais lattice; Computer science; Mechanical engineering; Automotive engineering; Simulation; Engineering; Structural engineering; Aerospace engineering; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0001618917,0.0002678891,0.0004247991,0.0004536278,0.0003336685,0.0005772617,0.0008100179,0.0003452081,0.0029834],"category_scores_gemma":[0.0003154158,0.0001639777,0.0001959533,0.0002446379,0.0001976324,0.0004399171,0.0007471018,0.0002889195,0.0007810579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002775039,"about_ca_system_score_gemma":0.0003018829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008886979,"about_ca_topic_score_gemma":0.000739346,"domain_scores_codex":[0.9998536,0.00001194124,0.00001250879,0.0000280127,0.00007467048,0.00001926451],"domain_scores_gemma":[0.9998592,0.00002077861,0.00001484917,0.00003526241,0.00004545908,0.00002436075],"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":[0.0006180127,0.0004694452,0.004976862,0.0003444105,0.00007948798,0.0007914971,0.0002027539,0.1329892,0.5848074,0.006099259,0.003718949,0.2649027],"study_design_scores_gemma":[0.0001247228,0.0004025739,0.003431543,0.00002173295,0.00006426861,0.0002455901,0.00006251696,0.8332269,0.1470737,0.001536624,0.01375528,0.00005452045],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3006656,0.0002611013,0.6790125,0.0002065745,0.0001352533,0.0004946598,0.0003076378,0.01014141,0.008775181],"genre_scores_gemma":[0.9083986,0.00006734761,0.08821823,0.00003966191,0.00001234737,0.0001300909,0.0002014221,0.0000598342,0.002872455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0029834,"threshold_uncertainty_score":0.00998044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004993207131135886,"score_gpt":0.2265231756986719,"score_spread":0.2215299685675361,"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."}}