{"id":"W1662306896","doi":"10.21225/d50c7j","title":"An Identity for Canadian University Education","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"CLARITY; Mainstream; Identity (music); Bureaucracy; Continuing education; Institution; Flexibility (engineering); Public relations; Higher education; Function (biology); Sociology; Political science; Pedagogy; Public administration; Medical education; Management; Medicine; Social science; Law; Politics","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":[],"consensus_categories":[],"category_scores_codex":[0.00111268,0.00007088766,0.0001004191,0.0006990871,0.001003411,0.0001798358,0.0004975641,0.0001031942,0.000297632],"category_scores_gemma":[0.000590814,0.0001033228,0.00006505818,0.000433479,0.0001209032,0.003228218,0.000002806181,0.000174895,0.00002069042],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002888834,"about_ca_system_score_gemma":0.04131229,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6895161,"about_ca_topic_score_gemma":0.9768483,"domain_scores_codex":[0.9989698,0.0003615372,0.0001259722,0.0001296071,0.0001377746,0.0002753135],"domain_scores_gemma":[0.9969794,0.0001133317,0.0003083309,0.000130633,0.001195791,0.00127247],"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":[0.00006709151,0.0002821199,0.1256898,0.00002324298,0.00006644609,0.00001008014,0.2265404,0.0002058583,0.00009618717,0.1798324,0.09442521,0.3727612],"study_design_scores_gemma":[0.0001166835,0.00002277832,0.02518548,0.00003781869,0.00004821838,0.00000408583,0.09414281,0.000005940094,0.000004473017,0.0001060482,0.8802266,0.00009913153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554732,0.0001586883,0.0005356311,0.02178956,0.002541754,0.0002404938,0.00001362495,0.00001550543,0.01923157],"genre_scores_gemma":[0.9779216,0.00002848765,0.003787817,0.0002489115,0.0009181467,1.337701e-7,0.00001345879,0.000007647661,0.01707377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7858013,"threshold_uncertainty_score":0.9641226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260665232389414,"score_gpt":0.300844750802908,"score_spread":0.2882380984790139,"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."}}