{"id":"W4403764146","doi":"10.24908/pceea.2023.17106","title":"Reflections on the Engineering Leadership Course for Undergraduate and Graduate Students","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Course (navigation); Graduate students; Mathematics education; Medical education; Engineering ethics; Psychology; Engineering; Pedagogy; Medicine","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":[0.005778488,0.001210041,0.0007559018,0.0008089426,0.007309224,0.005572847,0.002152734,0.003528265,0.01036836],"category_scores_gemma":[0.02088783,0.0005248502,0.0007260401,0.0008621492,0.003007476,0.001553016,0.00568546,0.00963196,0.004973415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005492448,"about_ca_system_score_gemma":0.005169258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006951171,"about_ca_topic_score_gemma":0.01777524,"domain_scores_codex":[0.9953483,0.001692244,0.000110274,0.0002360096,0.001481916,0.00113142],"domain_scores_gemma":[0.9848756,0.002763425,0.0005778958,0.000488926,0.003732485,0.007561676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005190438,0.004533857,0.009965264,0.0003512961,0.00003043225,0.004014618,0.2863816,0.0008439666,0.01385352,0.01018047,0.4099336,0.2593924],"study_design_scores_gemma":[0.00004284859,0.001824856,0.02463237,0.0004516889,0.00001607926,0.0009233978,0.3205776,0.0004648807,0.006667805,0.002573333,0.6416578,0.0001673598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6357037,0.003479786,0.00629975,0.141817,0.0231985,0.0009329389,0.0007354685,0.0006918879,0.187141],"genre_scores_gemma":[0.7151103,0.003750785,0.004346128,0.01653522,0.003951225,0.0005169157,0.0004825716,0.0003954597,0.2549113],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01036836,"threshold_uncertainty_score":0.03985071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04049509979492085,"score_gpt":0.2852454458003558,"score_spread":0.244750346005435,"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."}}