{"id":"W2126763788","doi":"10.24908/pceea.v0i0.3628","title":"Progress on Defining the CEAB Graduate Attributes at Carleton University","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Accreditation; Computer science; Process (computing); Context (archaeology); Component (thermodynamics); Taxonomy (biology); Noun phrase; Hierarchy; Knowledge management; Noun; Artificial intelligence; Programming language; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04177963,0.0005155386,0.0006804033,0.006201921,0.01231441,0.01796611,0.002950316,0.003070158,0.004871311],"category_scores_gemma":[0.04349817,0.0007535115,0.0006360378,0.006034211,0.008056201,0.005302327,0.006597158,0.004854242,0.002120758],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1153098,"about_ca_system_score_gemma":0.1965298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7421457,"about_ca_topic_score_gemma":0.8390722,"domain_scores_codex":[0.9678218,0.006446406,0.00259577,0.002594518,0.01736418,0.0031774],"domain_scores_gemma":[0.8666954,0.01874075,0.004761869,0.006422368,0.08868112,0.01469848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008692931,0.0003478715,0.04917249,0.001342883,0.00001507311,0.0004075871,0.08136521,0.003367436,0.008905234,0.2649838,0.08058249,0.509423],"study_design_scores_gemma":[0.00001163778,0.0001074815,0.06592956,0.001659028,0.00001311763,0.0002877659,0.06317099,0.003234223,0.009117845,0.01295855,0.8432497,0.0002601921],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2385023,0.01206791,0.2103135,0.1365379,0.001564406,0.002844284,0.002534383,0.001642317,0.393993],"genre_scores_gemma":[0.5473639,0.007934758,0.3046344,0.008338234,0.0002859522,0.001213622,0.004038896,0.0009232656,0.125267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8846902,"threshold_uncertainty_score":0.836635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010522096228978,"score_gpt":0.2520090621478985,"score_spread":0.2219038411856087,"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."}}