{"id":"W1916316638","doi":"10.24908/pceea.v0i0.5820","title":"PATHWAYS BETWEEN ENGINEERING AND EDUCATION FACULTIES: EFFORTS TO ESTABLISH AN ENGINEERING EDUCATION GRADUATE PROGRAM AT THE UNIVERSITY OF MANITOBA","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Accreditation; Scope (computer science); Engineering ethics; Engineering education; Graduate education; Higher education; Engineering; Medical education; Political science; Pedagogy; Sociology; Engineering management; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005189218,0.0002963973,0.0002669345,0.0004521777,0.0001544285,0.0001216084,0.0004255582,0.0001775909,0.000008340383],"category_scores_gemma":[0.0005115725,0.0003000388,0.00007386899,0.0008889636,0.00001994103,0.0004144628,0.00006285857,0.0002897441,0.000009095549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003361308,"about_ca_system_score_gemma":0.001221585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003657605,"about_ca_topic_score_gemma":0.0030044,"domain_scores_codex":[0.9984864,0.000008617795,0.0003809803,0.0002739331,0.0004422965,0.0004077596],"domain_scores_gemma":[0.9981656,0.00004653509,0.0001909129,0.0002164701,0.000784139,0.0005963296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002159272,0.001032511,0.2557863,0.005774458,0.0009966203,5.159293e-7,0.06336613,0.2738322,0.01561393,0.01262166,0.2756706,0.09528349],"study_design_scores_gemma":[0.0004795914,0.0001049408,0.7364345,0.00102585,0.0002453505,0.00001981623,0.009637906,0.02088741,0.006794946,0.0001084156,0.2229109,0.001350366],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948865,0.0002370518,0.00007901695,0.000731498,0.00227136,0.000859492,0.00003330912,0.0002854381,0.0006162986],"genre_scores_gemma":[0.9940579,0.00002805064,0.004757428,0.00005401773,0.0002646998,0.0001059777,0.00006889188,0.00007383249,0.0005892092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4806482,"threshold_uncertainty_score":0.9999452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421539100149737,"score_gpt":0.1989066169699762,"score_spread":0.1846912259684788,"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."}}