{"id":"W4401287028","doi":"10.18260/1-2--46416","title":"A Case Study of Integrating Leadership Competencies in a Global Engineering Design Course: A Work in Progress","year":2024,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Course (navigation); Work (physics); Computer science; Engineering management; Engineering ethics; Engineering; Industrial engineering; Knowledge management; Mechanical engineering; Aerospace 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":[0.008260668,0.001004058,0.0006215131,0.00136691,0.01128486,0.004688651,0.0035081,0.005629058,0.004441459],"category_scores_gemma":[0.007483757,0.0006098488,0.000865625,0.001204227,0.005055406,0.002757502,0.005007715,0.004404546,0.001325909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00366964,"about_ca_system_score_gemma":0.0035739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002106958,"about_ca_topic_score_gemma":0.01014375,"domain_scores_codex":[0.9924337,0.004669104,0.0002075899,0.0005444716,0.001223424,0.0009217716],"domain_scores_gemma":[0.9922971,0.003041859,0.0004330349,0.0005912223,0.0007058649,0.002930926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003911117,0.01446216,0.03600531,0.00112965,0.0000844485,0.1348635,0.60855,0.006316869,0.01309562,0.02529404,0.0175282,0.1422791],"study_design_scores_gemma":[0.0001762693,0.004574186,0.01811847,0.001005318,0.00006999416,0.03627774,0.7017015,0.01303893,0.01139691,0.007774868,0.2056554,0.0002104218],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642701,0.000333572,0.01239766,0.003215619,0.0001631436,0.0004070207,0.00006795132,0.00007406609,0.0190709],"genre_scores_gemma":[0.9639861,0.0004916724,0.01777979,0.0007685511,0.00006527222,0.0001860036,0.00007192775,0.00007848743,0.01657211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01128486,"threshold_uncertainty_score":0.04368711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0476940871722809,"score_gpt":0.2730239586834639,"score_spread":0.2253298715111829,"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."}}