{"id":"W4412870801","doi":"10.24908/pceea.2025.19723","title":"Preliminary Survey Findings from a Study on the Attrition of Engineering Graduates from Engineering Practice","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Attrition; Medical education; Engineering; Survey research; Engineering ethics; Psychology; Engineering management; Medicine; Dentistry; Applied psychology","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":[0.007452759,0.0002871192,0.0002853223,0.001784609,0.002242018,0.001315033,0.0005094376,0.0006691348,0.003036197],"category_scores_gemma":[0.01994397,0.0003551736,0.0003352884,0.00164909,0.0006739557,0.0007752595,0.001339978,0.001169835,0.0008810725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001702056,"about_ca_system_score_gemma":0.004015067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02689028,"about_ca_topic_score_gemma":0.05307743,"domain_scores_codex":[0.9970975,0.00108598,0.0003338283,0.0001390847,0.0007984751,0.0005450525],"domain_scores_gemma":[0.9792281,0.00979666,0.002475935,0.0007514566,0.005920261,0.001827551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001180761,0.0009778914,0.9074963,0.0002036749,0.00001796545,0.0002021144,0.05863574,0.00007458241,0.001016982,0.0002812833,0.002313451,0.02866199],"study_design_scores_gemma":[0.00001967595,0.0009199661,0.8869169,0.0001116015,0.00001750504,0.0001180986,0.1046353,0.0001690698,0.0005121281,0.0001365129,0.006425009,0.00001826113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926717,0.00005159321,0.0004041285,0.0004647239,0.00001028952,0.0006405763,0.0009091201,0.000009142211,0.004838636],"genre_scores_gemma":[0.9870101,0.0003750609,0.002244512,0.001051157,0.00002406715,0.0025894,0.001154135,0.000007966259,0.005543635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02689028,"threshold_uncertainty_score":0.05346751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196493808276255,"score_gpt":0.2457943182516696,"score_spread":0.2261449374240441,"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."}}