{"id":"W4224991960","doi":"10.1002/yd.20482","title":"Diversity of engineering leadership program design","year":2022,"lang":"en","type":"article","venue":"New Directions for Student Leadership","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Guelph","funders":"","keywords":"Diversity (politics); Leadership development; Program Design Language; Engineering ethics; Sociology; Computer science; Engineering; Political science; Public relations; Software 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002302132,0.0001617034,0.0001679687,0.0002213471,0.0004116675,0.00001622217,0.0002651658,0.00004000064,0.0001256983],"category_scores_gemma":[0.00002876238,0.0002004441,0.0001090001,0.0004914633,0.00001387582,0.00006718234,0.0001119793,0.0002074879,0.000004869413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281745,"about_ca_system_score_gemma":0.00004377829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001563091,"about_ca_topic_score_gemma":0.000005907513,"domain_scores_codex":[0.998983,0.00002091067,0.0002080034,0.0001745422,0.0002807592,0.0003328235],"domain_scores_gemma":[0.9995743,0.00009221744,0.00003132295,0.0001611841,0.00003304378,0.0001079169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002392307,0.0005839384,0.004305696,0.0004838893,0.0004399663,0.000002107186,0.01951659,0.9088456,0.0008907737,0.0008056592,0.04256235,0.02153949],"study_design_scores_gemma":[0.005575936,0.001576431,0.1175815,0.0002607409,0.0005685213,0.00007127128,0.08090017,0.09213024,0.01844415,0.0001417822,0.6794767,0.003272601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2385011,0.01280154,0.6909017,0.004221199,0.02432023,0.01049996,0.00009407085,0.0134341,0.005226142],"genre_scores_gemma":[0.984982,0.00001895999,0.01184414,0.00004645713,0.000117044,0.0006442916,0.00001600733,0.00004913225,0.002282038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8167154,"threshold_uncertainty_score":0.8173875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142986119928973,"score_gpt":0.280623095874856,"score_spread":0.1663244838819587,"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."}}