{"id":"W4292971583","doi":"10.35199/norddesign2022.45","title":"Knowledge based engineering for formula student","year":2022,"lang":"en","type":"article","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineering Link (Canada)","funders":"Linköpings Universitet","keywords":"Chassis; Computer science; Engineering design process; Process (computing); Automation; Engineering education; Competition (biology); Value engineering; Knowledge engineering; Engineering management; Software engineering; Knowledge management; Engineering; Mechanical engineering; Programming language; Operations management","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":[0.002303599,0.0005986014,0.0003763996,0.001222095,0.001056289,0.004999345,0.001144247,0.00213842,0.06698138],"category_scores_gemma":[0.006187628,0.0002282475,0.0004744516,0.00124532,0.001411906,0.004893663,0.004035583,0.002264631,0.02514039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406232,"about_ca_system_score_gemma":0.002025248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004592991,"about_ca_topic_score_gemma":0.000936845,"domain_scores_codex":[0.9986267,0.0003983402,0.0000887538,0.0001980387,0.0005729253,0.000115191],"domain_scores_gemma":[0.9965933,0.001205783,0.0001625798,0.0009979954,0.0006592257,0.0003811921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003852467,0.0002636296,0.0005898909,0.0002999926,0.00001212143,0.0002042637,0.000636318,0.0007276085,0.002873152,0.2831509,0.09865432,0.6125493],"study_design_scores_gemma":[0.00001250323,0.00008268393,0.0005634407,0.0002921565,0.00000650821,0.0004492403,0.0003445381,0.003188134,0.001863877,0.1900521,0.8031264,0.00001827133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008854509,0.009640527,0.4299537,0.03696863,0.002194048,0.0003546766,0.0003966628,0.004256865,0.5073804],"genre_scores_gemma":[0.143048,0.01220681,0.3597019,0.008542782,0.001701167,0.0006553442,0.00114952,0.0009899187,0.4720045],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06698138,"threshold_uncertainty_score":0.224075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01012199654332475,"score_gpt":0.2273205916096536,"score_spread":0.2171985950663289,"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."}}