{"id":"W2132269413","doi":"10.24908/pceea.v0i0.4850","title":"CREATING FACULTY BUY-IN: LEADERSHIP CHALLENGES IN IMPLEMENTING CEAB GRADUATE ATTRIBUTES","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Accreditation; Curriculum; Autonomy; Engineering ethics; Process (computing); Disengagement theory; Engineering education; Perception; Public relations; Psychology; Medical education; Knowledge management; Engineering; Pedagogy; Political science; Engineering management; Computer science; Medicine","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":[0.04241645,0.000408504,0.0004242781,0.001329883,0.02054341,0.01864897,0.003450984,0.004329917,0.005197715],"category_scores_gemma":[0.06217138,0.0006138014,0.0005081975,0.001445128,0.008176947,0.005521227,0.009843241,0.008709022,0.001163775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02463922,"about_ca_system_score_gemma":0.09524065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05647559,"about_ca_topic_score_gemma":0.1188562,"domain_scores_codex":[0.9580613,0.01608313,0.001078198,0.001919795,0.01346187,0.009395499],"domain_scores_gemma":[0.9060901,0.02424929,0.005354975,0.00469201,0.01845981,0.0411539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002015337,0.003085837,0.06261309,0.000802279,0.00006678942,0.002309854,0.1192585,0.001647223,0.008808346,0.07552422,0.07842644,0.6472559],"study_design_scores_gemma":[0.000218874,0.002280856,0.1412759,0.001023177,0.00005600024,0.001157218,0.3877926,0.004040226,0.007047401,0.03377621,0.4208842,0.0004473378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5640108,0.002286604,0.01734736,0.3228066,0.001641652,0.0007399869,0.00007728126,0.0009840344,0.09010569],"genre_scores_gemma":[0.9612243,0.0006453741,0.01124711,0.01363981,0.0002284712,0.0002049405,0.00005119688,0.0001179207,0.01264095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05647559,"threshold_uncertainty_score":0.2243223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06001594871605418,"score_gpt":0.236372368486785,"score_spread":0.1763564197707308,"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."}}