{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008044859,0.0001681275,0.0001726138,0.0001061842,0.0003305945,0.00005151277,0.0005327555,0.0001025323,0.000004827888],"category_scores_gemma":[0.0006914253,0.0001184122,0.0001064841,0.0005883076,0.00003867524,0.000123584,0.00003722544,0.0002258977,0.000001924864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002574811,"about_ca_system_score_gemma":0.0007122934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009926948,"about_ca_topic_score_gemma":0.004140723,"domain_scores_codex":[0.9988683,0.000007540746,0.0003198259,0.00012832,0.0003772705,0.0002987271],"domain_scores_gemma":[0.9982711,0.00016402,0.0002667437,0.0001652534,0.0009950561,0.0001378175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001089347,0.0001407024,0.09016147,0.001530998,0.0008529039,9.445915e-8,0.01069403,0.638166,0.004659274,0.01799105,0.2338438,0.001948805],"study_design_scores_gemma":[0.001084628,0.00006183713,0.5363117,0.0007876994,0.0004582291,0.00001459054,0.01665271,0.1305408,0.01707333,0.0002524545,0.2957863,0.0009756706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982912,0.0005786091,0.001101628,0.009156336,0.003483161,0.001400128,0.0001700385,0.0001648029,0.001033311],"genre_scores_gemma":[0.998122,0.0000304671,0.0007117073,0.00002212861,0.00009428331,0.00005642584,0.00002479199,0.00003422339,0.0009039102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5076252,"threshold_uncertainty_score":0.6733042,"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."}}