{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01727607,0.000430918,0.0004779586,0.001317947,0.001391402,0.001792214,0.0009152876,0.0005802098,0.002999069],"category_scores_gemma":[0.03472263,0.0002494294,0.0005292892,0.0007423126,0.00067968,0.001089752,0.002294115,0.001117967,0.0007318527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002058845,"about_ca_system_score_gemma":0.003567815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002055153,"about_ca_topic_score_gemma":0.00391413,"domain_scores_codex":[0.9918382,0.004413221,0.0004289824,0.0004557932,0.001975839,0.0008880215],"domain_scores_gemma":[0.9620491,0.01213632,0.002310865,0.001708847,0.008990762,0.01280415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01126486,0.06275941,0.2440178,0.000945558,0.0001671814,0.0003605874,0.02577969,0.003191981,0.005192046,0.001756657,0.005346029,0.6392182],"study_design_scores_gemma":[0.002459308,0.1365107,0.7555464,0.000519502,0.0002229274,0.0005753007,0.03466085,0.01256022,0.01167507,0.001701456,0.04334351,0.0002247701],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937944,0.00006351657,0.0007398226,0.0001641245,0.00003968758,0.0004535171,0.00007604077,0.00004914095,0.004619704],"genre_scores_gemma":[0.9938875,0.000111135,0.002001554,0.00009577519,0.00002699892,0.0005398765,0.0002955606,0.00002023461,0.003021381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01727607,"threshold_uncertainty_score":0.09136564,"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."}}