{"id":"W4403765024","doi":"10.24908/pceea.2023.17101","title":"Assessing the Prevalence of Cross-cultural Competencies in Engineering Design Curricula: A Pilot Study","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Toronto","funders":"","keywords":"Curriculum; Cross-cultural; Engineering; Medical education; Engineering ethics; Psychology; Medicine; Pedagogy; Sociology; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008417078,0.0002298335,0.0002063583,0.0003978177,0.00008985541,0.0003994077,0.0004398279,0.0000748762,0.00002095553],"category_scores_gemma":[0.0007198086,0.0001845184,0.0000669903,0.001244502,0.00002546844,0.0006403914,0.00002835424,0.0003838896,0.000004974256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001997978,"about_ca_system_score_gemma":0.0004397907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001167275,"about_ca_topic_score_gemma":0.0004227955,"domain_scores_codex":[0.9985429,0.00001126166,0.0004960827,0.0002065531,0.0003951004,0.0003481177],"domain_scores_gemma":[0.9990897,0.0001380898,0.0001116184,0.0001293921,0.0004203055,0.0001108574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000002579375,0.000399406,0.3435416,0.007310983,0.0003848591,0.000001005441,0.01276895,0.597016,0.01838763,0.009450154,0.009717223,0.001019538],"study_design_scores_gemma":[0.0001848702,0.00005141211,0.8773209,0.001237938,0.00008093969,0.000009026324,0.001221673,0.1142359,0.002523549,0.00004728543,0.002648808,0.0004377021],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935695,0.001096418,0.0002408925,0.0004412832,0.003115249,0.0007473451,0.00001052768,0.0002533667,0.0005254467],"genre_scores_gemma":[0.9980654,0.00003315674,0.001177153,0.00001648131,0.0001073498,0.0001754689,0.000002189996,0.00004580833,0.0003769755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5337793,"threshold_uncertainty_score":0.7524443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181475493164184,"score_gpt":0.272132088258456,"score_spread":0.2539845389420376,"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."}}