{"id":"W2033538522","doi":"10.1016/j.procir.2014.03.116","title":"Design Method of Under-body Platform Automotive Framing Systems","year":2014,"lang":"en","type":"article","venue":"Procedia CIRP","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Automotive industry; Framing (construction); Engineering; Computer science; Systems engineering; Manufacturing engineering; Automotive engineering; Aerospace engineering; Structural 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":[0.0005774364,0.0005544944,0.0003249175,0.0007970071,0.0007094746,0.001001835,0.0006962012,0.0005081831,0.009445012],"category_scores_gemma":[0.0007270167,0.0003020309,0.0006110552,0.0002833253,0.0005176841,0.0005009065,0.0007649332,0.0003867443,0.0009801978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006025749,"about_ca_system_score_gemma":0.001014115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002693546,"about_ca_topic_score_gemma":0.002168878,"domain_scores_codex":[0.999236,0.0002055932,0.00003903231,0.0001344896,0.0003307902,0.00005407546],"domain_scores_gemma":[0.9997401,0.00005614689,0.00002540222,0.00004230663,0.0001240914,0.00001202296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000150504,0.0001332146,0.003304451,0.0009533889,0.00006963959,0.0009118268,0.001922171,0.3421826,0.1009554,0.1715066,0.004547202,0.373363],"study_design_scores_gemma":[0.00005610945,0.0002909648,0.0009492774,0.00009790852,0.00005374105,0.0003421472,0.0002937565,0.9034194,0.02842516,0.0175998,0.04843946,0.00003217728],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01145627,0.00006655022,0.9779946,0.00005405068,0.00003019434,0.0001969835,0.00003581579,0.0003271533,0.009838413],"genre_scores_gemma":[0.4389251,0.0002091162,0.5440586,0.00004751431,0.00002579635,0.0005242439,0.0001699529,0.0001207572,0.01591892],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009445012,"threshold_uncertainty_score":0.03159672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02460185849545938,"score_gpt":0.2362558819750661,"score_spread":0.2116540234796067,"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."}}