{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004914545,0.0002553327,0.0001992405,0.001461538,0.001638341,0.005693468,0.0005041773,0.001033686,0.007386847],"category_scores_gemma":[0.01419979,0.0003162849,0.0004858157,0.0005394734,0.002538327,0.0009287521,0.002234023,0.002196677,0.0009647916],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617147,"about_ca_system_score_gemma":0.00171161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004074562,"about_ca_topic_score_gemma":0.005936,"domain_scores_codex":[0.9965976,0.0009434195,0.0001546395,0.0001512441,0.001679508,0.000473549],"domain_scores_gemma":[0.9818674,0.005829489,0.003516427,0.000680454,0.003394723,0.004711367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002582043,0.002273998,0.8932245,0.0001216618,0.00007641639,0.0003598491,0.05450642,0.0005227055,0.002584971,0.003027019,0.001819107,0.04122522],"study_design_scores_gemma":[0.00005779039,0.001443397,0.8518587,0.0003310084,0.00008418257,0.0008045334,0.1155684,0.002756163,0.002827033,0.004526506,0.01961053,0.0001316501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946484,0.00007179769,0.0001659402,0.0003702343,0.00000786615,0.00001089356,0.000007627508,0.000004336137,0.004712966],"genre_scores_gemma":[0.9972385,0.0001093613,0.0001161916,0.0001335541,0.000003666345,0.000009218264,0.00001699082,0.000003148572,0.002369431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983829,"threshold_uncertainty_score":0.02599096,"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."}}