{"id":"W4412870800","doi":"10.24908/pceea.2025.19683","title":"Engineering Careers and Career Engineering: An Evaluation of Undergraduate Professionalism Programming","year":2025,"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 Prince Edward Island","funders":"University of Prince Edward Island","keywords":"Engineering management; Engineering ethics; Engineering; Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009064983,0.0002708847,0.000267824,0.0006548059,0.00009532829,0.00008686532,0.0003091539,0.0002190998,0.00001009489],"category_scores_gemma":[0.0008146284,0.0002856123,0.00007801166,0.0009733914,0.00001575314,0.0002885268,0.00003337746,0.0003076185,0.00000139223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002323338,"about_ca_system_score_gemma":0.0008573889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008791976,"about_ca_topic_score_gemma":0.0006118849,"domain_scores_codex":[0.9982911,0.000009832943,0.0004742272,0.0002464746,0.000594033,0.0003843317],"domain_scores_gemma":[0.9983784,0.00005163754,0.0001633927,0.0001703644,0.001038946,0.0001972642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008196836,0.000373003,0.1090453,0.007438859,0.001543767,2.883359e-7,0.008840197,0.6660578,0.03858333,0.1134813,0.02700694,0.0276211],"study_design_scores_gemma":[0.001171829,0.00003694327,0.4009573,0.002341689,0.0006366224,0.00001024382,0.001479034,0.5063846,0.0220064,0.0004747625,0.06307295,0.001427658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876227,0.00121356,0.0002512893,0.002357084,0.005204822,0.001300986,0.00002709564,0.0004207445,0.00160165],"genre_scores_gemma":[0.9966803,0.00002088806,0.00248361,0.00003989578,0.00006770058,0.0002279324,0.00002270638,0.00005304092,0.0004039796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.291912,"threshold_uncertainty_score":0.9999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179021808096339,"score_gpt":0.2387578967848042,"score_spread":0.2269676787038408,"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."}}