{"id":"W1950680748","doi":"10.24908/pceea.v0i0.3621","title":"Changing Geers: Engineering Instructor Perspectives on Education","year":2011,"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":"Red River College","funders":"","keywords":"Diversity (politics); Context (archaeology); Engineering education; Bloom's taxonomy; Psychology; Cognition; Engineering ethics; Pedagogy; Mathematics education; Knowledge management; Engineering; Computer science; Engineering management; Sociology","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":[0.01098062,0.0004159543,0.0003644191,0.001898184,0.008025641,0.008483057,0.001362378,0.002241988,0.003658105],"category_scores_gemma":[0.02548176,0.0003637166,0.0002683247,0.0008390457,0.009339817,0.007841033,0.006795494,0.005684198,0.0003656045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005668919,"about_ca_system_score_gemma":0.004859324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01245216,"about_ca_topic_score_gemma":0.02140375,"domain_scores_codex":[0.9798735,0.01539136,0.0003732923,0.0006819092,0.002096987,0.001582902],"domain_scores_gemma":[0.9755428,0.01552312,0.001676995,0.0005788007,0.003067974,0.003610303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002555856,0.00007627226,0.004852245,0.00005223835,0.000004772803,0.001249817,0.9650385,0.00008610317,0.000680746,0.012072,0.00204204,0.0138196],"study_design_scores_gemma":[0.000006665888,0.00007805756,0.002316912,0.0001150733,0.000005803819,0.0004952652,0.9115575,0.0001985287,0.0003865923,0.002696022,0.08211621,0.00002734069],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8269981,0.001726947,0.009559507,0.04127448,0.0005663931,0.00009684901,0.00005391847,0.0001293739,0.1195945],"genre_scores_gemma":[0.985174,0.0006043125,0.0009734878,0.002129847,0.00005917346,0.00002135319,0.00001735572,0.0000501377,0.0109703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01245216,"threshold_uncertainty_score":0.05807179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005164309835597602,"score_gpt":0.1712784995411968,"score_spread":0.1661141897055992,"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."}}