{"id":"W4385294129","doi":"10.3389/feduc.2023.1177035","title":"Stubborn boundaries: the iron ring ritual as a case of mapping, resisting, and transforming Canadian engineering ethics","year":2023,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Manitoba; University of Calgary","funders":"","keywords":"Framing (construction); Scholarship; Dialectic; Sociology; Colonialism; Agency (philosophy); Engineering education; Engineering ethics; Environmental ethics; Aesthetics; Engineering; Political science; Epistemology; Social science; Law; Philosophy; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01398387,0.0009834559,0.0008925952,0.003378169,0.0821351,0.01409695,0.004460788,0.00659167,0.003089551],"category_scores_gemma":[0.02378326,0.0007578059,0.0005502394,0.003530776,0.09773535,0.006272146,0.01205231,0.008583785,0.0003002955],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08254153,"about_ca_system_score_gemma":0.07788961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.901339,"about_ca_topic_score_gemma":0.9338732,"domain_scores_codex":[0.9799335,0.009888347,0.000254505,0.001311039,0.004200344,0.004412142],"domain_scores_gemma":[0.9872476,0.006441276,0.000846506,0.000943101,0.00203374,0.002487716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001750936,0.000008443961,0.0005907171,0.00002398643,0.000003680039,0.001031763,0.9219369,0.0001396123,0.0002669379,0.06900727,0.002622742,0.004350415],"study_design_scores_gemma":[0.000006187157,0.0000148722,0.001212326,0.0001758461,0.00001014956,0.000585866,0.8482727,0.0004656436,0.0004524688,0.01049292,0.1382373,0.00007364523],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7528422,0.00337437,0.01317354,0.04100352,0.0005800282,0.0001320804,0.00009116499,0.0001749909,0.188628],"genre_scores_gemma":[0.9881399,0.0003466694,0.001476451,0.001098035,0.00002298102,0.00002311298,0.00001477561,0.00006912399,0.008808961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9178649,"threshold_uncertainty_score":0.5988835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284973785589754,"score_gpt":0.2838380431188692,"score_spread":0.2609883052629717,"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."}}