{"id":"W4403794061","doi":"10.24908/pceea.2023.17015","title":"Capitalism and Engineering Student Attitudes Toward Design","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Capitalism; Sociology; Engineering ethics; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005266051,0.000182325,0.0001469927,0.0003530105,0.0000769157,0.0003597677,0.0002143678,0.0001351596,0.00003714862],"category_scores_gemma":[0.000448522,0.0001856762,0.0000570944,0.0004787949,0.00001002686,0.0004297728,0.00001759695,0.0002942061,0.00002164386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001518679,"about_ca_system_score_gemma":0.0003595196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008164112,"about_ca_topic_score_gemma":0.0001852751,"domain_scores_codex":[0.9990164,0.000005999878,0.0002469689,0.0001799384,0.0002670412,0.0002836738],"domain_scores_gemma":[0.9993035,0.0001400995,0.0000622327,0.00008165826,0.0001962551,0.0002163102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000008636785,0.0002862469,0.06981671,0.009133906,0.002412706,0.000003152757,0.04610046,0.1038602,0.07169844,0.1688521,0.513397,0.01443049],"study_design_scores_gemma":[0.000406262,0.00005735159,0.4890511,0.001402756,0.0004394973,0.00007121766,0.001465523,0.1165875,0.01227134,0.0005309602,0.376033,0.001683478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202519,0.01332567,0.002185697,0.0186004,0.02679228,0.002414817,0.00008028746,0.002496088,0.01385286],"genre_scores_gemma":[0.9966017,0.00009528898,0.00164426,0.00009686387,0.0002545763,0.00007703293,0.000003558145,0.00005967749,0.001167048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4192344,"threshold_uncertainty_score":0.7571655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058013087849418,"score_gpt":0.2302909899953323,"score_spread":0.2197108591168382,"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."}}