{"id":"W1898882016","doi":"10.24908/pceea.v0i0.5787","title":"THE FACULTY OF ENGINEERING ATTRIBUTE ASSESSMENT PROCESS AT THE UNIVERSITY OF MANITOBA: SUGGESTIONS FOR CLOSING THE LOOP","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":1,"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; Closing (real estate); Curriculum; Context (archaeology); Process (computing); Engineering education; Medical education; Engineering; Engineering management; Engineering ethics; Psychology; Computer science; Pedagogy; Political science; Medicine; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2311399,0.002328941,0.002441513,0.008091158,0.02952644,0.02470816,0.01326399,0.01407248,0.005997401],"category_scores_gemma":[0.2937984,0.002068819,0.002120976,0.008506471,0.01248842,0.02465709,0.01365036,0.02225408,0.001707755],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04859331,"about_ca_system_score_gemma":0.3785773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4831605,"about_ca_topic_score_gemma":0.6270999,"domain_scores_codex":[0.8774202,0.07199587,0.007415068,0.005345036,0.02440174,0.01342209],"domain_scores_gemma":[0.4927409,0.1817642,0.01410644,0.02051847,0.2119027,0.07896729],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004055116,0.00295348,0.1585331,0.003307638,0.0002218689,0.001610461,0.1412543,0.003662907,0.00256843,0.03520251,0.23031,0.4199696],"study_design_scores_gemma":[0.0005479312,0.001243578,0.09762846,0.01435705,0.0003242242,0.0007082633,0.5458131,0.0107692,0.003028917,0.0322169,0.2923657,0.0009967198],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0366082,0.0103362,0.01804682,0.923328,0.00346542,0.002535706,0.0001586322,0.0006484523,0.004872473],"genre_scores_gemma":[0.3913149,0.02124921,0.4483746,0.1128133,0.00223383,0.009845838,0.0008999379,0.0004549334,0.01281331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9514067,"threshold_uncertainty_score":0.9606965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01220391124467489,"score_gpt":0.2251473157620777,"score_spread":0.2129434045174028,"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."}}