{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005524118,0.0002161617,0.0002185852,0.0005156,0.00007807354,0.0001066076,0.0002802671,0.0001418073,0.00004870397],"category_scores_gemma":[0.0005858063,0.0002291589,0.00006202437,0.0007386999,0.000007900232,0.0003428563,0.00002261643,0.0003544843,0.00002136725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002936353,"about_ca_system_score_gemma":0.0002422485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005258494,"about_ca_topic_score_gemma":0.0100879,"domain_scores_codex":[0.9983991,0.000006370432,0.000467048,0.0002062449,0.0002984527,0.0006228132],"domain_scores_gemma":[0.9992463,0.00005259011,0.000144063,0.00009493947,0.0002900118,0.0001721179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001756682,0.000276274,0.7991663,0.003552083,0.0002805414,5.320734e-7,0.03061471,0.04744702,0.007496893,0.01710122,0.06910589,0.02495681],"study_design_scores_gemma":[0.0002259287,0.000005319056,0.9732969,0.0004250467,0.00001105765,0.000002323929,0.004773251,0.01069805,0.001833963,0.0001471127,0.008194069,0.0003869843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777838,0.0007457907,0.00001010791,0.008515218,0.001524727,0.0007609482,0.00001454256,0.0002476091,0.01039724],"genre_scores_gemma":[0.9980063,0.00007189516,0.0009309627,0.00006545657,0.000103547,0.0002506927,0.00001778842,0.00004570227,0.0005076607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1741306,"threshold_uncertainty_score":0.9344828,"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."}}