{"id":"W1760313770","doi":"10.24908/pceea.v0i0.4658","title":"Engineering and Social Justice through an Accreditation Lens: Expectations and Learning Opportunities for Ethics and Equity","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Accreditation; Coursework; Equity (law); Engineering ethics; Engineering education; Social justice; Political science; Sociology; Engineering; Pedagogy; Public relations; Engineering management; Social science; Law","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":[0.03144532,0.0003355222,0.0003241313,0.001471957,0.01306013,0.02191265,0.00170002,0.004318225,0.006316896],"category_scores_gemma":[0.03589007,0.0003037381,0.0004323447,0.0007931869,0.03182561,0.01326435,0.0150729,0.007859138,0.0006218703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01328838,"about_ca_system_score_gemma":0.03528603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02166196,"about_ca_topic_score_gemma":0.03775088,"domain_scores_codex":[0.9656426,0.02136075,0.0005880326,0.0008829212,0.006738539,0.004787166],"domain_scores_gemma":[0.9493802,0.01821939,0.002523098,0.001324033,0.006415206,0.02213812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005304964,0.0006949941,0.0249302,0.00009776306,0.000008471211,0.0004750854,0.2993446,0.0004669059,0.0006067709,0.6231041,0.009819658,0.04039842],"study_design_scores_gemma":[0.00002288073,0.0001689571,0.01268867,0.0004004903,0.000008486363,0.0002850571,0.5906771,0.002305707,0.0007567988,0.3226377,0.06996052,0.00008754467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4831968,0.0008720951,0.01350336,0.1837898,0.0003060367,0.0001162513,0.00003250421,0.00008571333,0.3180974],"genre_scores_gemma":[0.9941522,0.0001052607,0.0009167432,0.001542724,0.00003316719,0.00003292565,0.000005479127,0.0000163211,0.003195147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03144532,"threshold_uncertainty_score":0.1663008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05726214186078415,"score_gpt":0.2844856678412834,"score_spread":0.2272235259804992,"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."}}