{"id":"W4412870808","doi":"10.24908/pceea.2025.19602","title":"Correlations between Motives to Enter Engineering Studies and Engineering Self-Identity from a Pan-Canadian Undergraduate","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 Prince Edward Island; University of Saskatchewan; University of Waterloo; Queen's University; McGill University; University of British Columbia","funders":"","keywords":"Identity (music); Psychology; Engineering; Sociology; Art; Aesthetics","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":[0.001542743,0.0001938805,0.0002402502,0.001794411,0.002544006,0.001412829,0.000490418,0.0003057536,0.003182779],"category_scores_gemma":[0.004975226,0.0001526095,0.0003195452,0.001378963,0.0008956997,0.0003624651,0.001293067,0.0006863104,0.0002587854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005243443,"about_ca_system_score_gemma":0.01180099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8260508,"about_ca_topic_score_gemma":0.9267693,"domain_scores_codex":[0.9990497,0.00007487361,0.00004599948,0.00008393815,0.0004714118,0.0002741062],"domain_scores_gemma":[0.9951175,0.0005012456,0.0005588865,0.0001281588,0.001823197,0.00187099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002151429,0.00006560991,0.9873705,0.00001292777,0.00001010443,0.00002772312,0.004608699,0.00005007759,0.0002368653,0.0002804886,0.0003133197,0.007002215],"study_design_scores_gemma":[0.000001236577,0.00001525985,0.9918934,0.0000104619,0.00000393675,0.00002014865,0.006862858,0.0001467812,0.0000771483,0.00004056414,0.0009208692,0.000007455847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974952,0.00003063628,0.00005004214,0.00008847747,0.000004364551,0.00001404411,0.0001383443,0.000002689512,0.002176352],"genre_scores_gemma":[0.9981352,0.00007412616,0.0001652352,0.00002528716,0.000001613957,0.000008024244,0.0002170965,0.000002351307,0.001370981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1739492,"threshold_uncertainty_score":0.3499472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01067268204918578,"score_gpt":0.2436280476457629,"score_spread":0.2329553655965771,"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."}}