{"id":"W2551706866","doi":"10.4028/www.scientific.net/msf.879.211","title":"Novel Concepts for the Application of Magnesium Sheets and Profiles in Crash Loaded Vehicle Areas","year":2016,"lang":"en","type":"article","venue":"Materials science forum","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Windsor","funders":"","keywords":"Crashworthiness; Materials science; Bending; Structural engineering; Crash; Ductility (Earth science); Sandwich-structured composite; Automotive industry; Composite material; Mechanical engineering; Engineering; Finite element method; Core (optical fiber); Computer science; Aerospace engineering; Creep","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":[0.0001421815,0.0003232053,0.0001594249,0.0004540421,0.0002129168,0.0005319701,0.0007285536,0.0004672989,0.001447634],"category_scores_gemma":[0.0001763788,0.0001726841,0.000196867,0.0002081344,0.0003854836,0.0006898265,0.0004431354,0.0002622916,0.000747925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002578758,"about_ca_system_score_gemma":0.0002113221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002942367,"about_ca_topic_score_gemma":0.0005953877,"domain_scores_codex":[0.999898,0.00001048117,0.000006109498,0.00001812809,0.00005004385,0.00001733262],"domain_scores_gemma":[0.999882,0.00001158088,0.00002973434,0.00002363819,0.00003319947,0.00001988225],"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":[0.0001206139,0.00003572722,0.0006888721,0.000119236,0.000006750682,0.0003207022,0.0001469108,0.001551599,0.9467491,0.01263396,0.0003846658,0.03724179],"study_design_scores_gemma":[0.00004484191,0.001008597,0.005226848,0.00007625931,0.0000415761,0.002526715,0.0003367675,0.01809135,0.8985425,0.008340583,0.06570856,0.00005537174],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5162297,0.005199357,0.4309904,0.0009254768,0.0003374243,0.0002901242,0.0002013508,0.00141746,0.0444087],"genre_scores_gemma":[0.896805,0.001419456,0.0921189,0.0001337022,0.00005710406,0.00009515216,0.00006315559,0.00005306283,0.009254592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001447634,"threshold_uncertainty_score":0.004842877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006377615702509373,"score_gpt":0.2272581884816146,"score_spread":0.2208805727791052,"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."}}