{"id":"W3002681148","doi":"10.24908/pceea.vi0.13790","title":"EVOLUTION OF AN INTEGRATED, PROJECT-BASED LOGISTICS ENGINEERING CURRICULUM","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Curriculum; sync; Engineering management; Entrepreneurship; Process (computing); Computer science; Business simulation; Product (mathematics); Engineering; Knowledge management; Frame (networking); Business; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004049606,0.0003058008,0.0002464515,0.001643828,0.0009223225,0.004428946,0.002042223,0.001033671,0.004715956],"category_scores_gemma":[0.004371909,0.0003097517,0.0003615937,0.001722784,0.000852178,0.002933632,0.006469825,0.001745847,0.001981033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005762781,"about_ca_system_score_gemma":0.01566452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003210773,"about_ca_topic_score_gemma":0.003722626,"domain_scores_codex":[0.9967716,0.0006187846,0.0002502518,0.0005178532,0.001423412,0.0004180044],"domain_scores_gemma":[0.9954542,0.0002895712,0.0002483276,0.0003990978,0.001792074,0.001816678],"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":[0.00008933603,0.002244087,0.008569501,0.0005080948,0.00001710156,0.0001880508,0.004685921,0.005903149,0.01300622,0.04622971,0.01723114,0.9013277],"study_design_scores_gemma":[0.0001191649,0.001570215,0.06643481,0.001222446,0.00003436557,0.001061941,0.005217839,0.02040733,0.0156662,0.01661381,0.8715366,0.0001154587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5336085,0.00292027,0.2598703,0.01377146,0.001350899,0.001542526,0.0005615487,0.003544384,0.1828301],"genre_scores_gemma":[0.5579315,0.003004059,0.3464477,0.002988392,0.000242061,0.001001212,0.001977638,0.0005301377,0.08587726],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005762781,"threshold_uncertainty_score":0.04181212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006750554102210627,"score_gpt":0.1987974688402949,"score_spread":0.1920469147380843,"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."}}