{"id":"W2885714682","doi":"10.24908/pceea.v0i0.9528","title":"HOLDING THE CRUCIBLE: GROWING A PORTFOLIO OF ENGINEERING LEADERSHIP ELECTIVE COURSES AND A COMMUNITY OF EDUCATORS","year":2018,"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":"University of Toronto","funders":"","keywords":"Crucible (geodemography); Portfolio; Leadership studies; Leadership development; Medical education; Engineering ethics; Pedagogy; Engineering; Psychology; Management; Political science; Sociology; Public relations; Leadership style; Medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.007897418,0.0002773852,0.0002575188,0.001273888,0.01379591,0.009071371,0.002647496,0.001145103,0.004279271],"category_scores_gemma":[0.01508219,0.0003255609,0.0002157247,0.001344078,0.002329155,0.003331719,0.009659276,0.002137249,0.0007724565],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02037382,"about_ca_system_score_gemma":0.07271998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4043723,"about_ca_topic_score_gemma":0.7093408,"domain_scores_codex":[0.9948242,0.0011667,0.00007311653,0.0004905742,0.001159483,0.002285862],"domain_scores_gemma":[0.9760868,0.001119449,0.000835834,0.0004931938,0.003318384,0.01814632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003848627,0.004739315,0.3283774,0.0001111205,0.00002770929,0.001820744,0.2116099,0.0002235051,0.004158757,0.002745433,0.02943172,0.4163695],"study_design_scores_gemma":[0.00008628306,0.000989671,0.2468734,0.0002113636,0.0000265024,0.0002474852,0.7130364,0.001039711,0.001255949,0.001510404,0.03464236,0.00008057659],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894336,0.0001091155,0.0004248438,0.004675685,0.00007109054,0.0001964862,0.00005847363,0.00004975136,0.004980916],"genre_scores_gemma":[0.9933863,0.0001250083,0.001845894,0.001262748,0.00001685801,0.00008315905,0.0001383096,0.00001866165,0.003122938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9796262,"threshold_uncertainty_score":0.8040372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158236318945444,"score_gpt":0.2057296988435735,"score_spread":0.1941473356541191,"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."}}