{"id":"W1852543964","doi":"10.24908/pceea.v0i0.4677","title":"FACULTY BUY-IN AND THE BOTTOM-UP APPROACH: ACASE STUDY IN INTEGRATED ENGINEERING CURRICULUM REFORM ADVOCACY AND EWB'S GLOBAL ENGINEERING PROGRAM","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Curriculum; Engineering education; Obstacle; Engineering; Integrated curriculum; Engineering ethics; Political science; Medical education; Engineering management; Pedagogy; Sociology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001030386,0.0003621301,0.0003592029,0.0004109429,0.00008237159,0.000152774,0.0002885436,0.0002117393,0.000003313591],"category_scores_gemma":[0.0006332685,0.0003007765,0.00006220785,0.001370161,0.00002225151,0.0004097061,0.00005354045,0.0006394637,0.000001990153],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003864414,"about_ca_system_score_gemma":0.0002696487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007346297,"about_ca_topic_score_gemma":0.002095089,"domain_scores_codex":[0.9982281,0.00001166784,0.0004934644,0.0002544315,0.0003524115,0.000659889],"domain_scores_gemma":[0.9991806,0.00004010391,0.0001319142,0.000139326,0.0001862542,0.0003217873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001257343,0.0007969157,0.9207469,0.001422237,0.0003540855,5.816839e-7,0.02282516,0.03336339,0.0002783534,0.009180538,0.006448207,0.004571103],"study_design_scores_gemma":[0.001370781,0.00002016675,0.8725622,0.0002900015,0.00005399326,0.00002388791,0.006524961,0.1096374,0.00009386007,0.00001132555,0.008788806,0.0006226591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944483,0.000470533,0.00002794392,0.0005319894,0.002438659,0.001317129,0.00001351135,0.0002451054,0.0005068164],"genre_scores_gemma":[0.9970109,0.00003406274,0.001945054,0.00002853447,0.0002099606,0.0005977817,0.00001972107,0.00005283387,0.0001011337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07627399,"threshold_uncertainty_score":0.9999596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006267251040280455,"score_gpt":0.2244576043186924,"score_spread":0.2181903532784119,"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."}}