{"id":"W4390727538","doi":"10.1080/10714413.2023.2299515","title":"Uncollegial governance and the restructuring of the University of Alberta","year":2024,"lang":"en","type":"article","venue":"The Review of Education Pedagogy & Cultural Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporatization; Restructuring; Corporate governance; Capitalism; Higher education; Public administration; Political science; University system; Sociology; Management; Law; Economics; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005025062,0.00005973419,0.000192294,0.000005178552,0.0003530985,0.000007343858,0.0002572389,0.00001542527,0.0000747939],"category_scores_gemma":[0.0004409141,0.00002551189,0.00007952093,0.0002798807,0.0009923932,0.00008773494,0.00007372222,0.0000605821,0.00000274827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006995541,"about_ca_system_score_gemma":0.0006983578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005255581,"about_ca_topic_score_gemma":0.002420913,"domain_scores_codex":[0.9992161,0.0002103984,0.0001931542,0.00008819542,0.0002230176,0.00006908443],"domain_scores_gemma":[0.9990399,0.0003539939,0.0002397027,0.0001371101,0.0002163858,0.00001291531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002544562,0.00004086317,0.002323574,0.003723134,0.0002995632,7.894565e-8,0.4429358,0.000001874111,0.00002372498,0.3757841,0.1305264,0.04431539],"study_design_scores_gemma":[0.00009765202,0.000005875412,0.03943015,0.004192735,0.0001411416,0.000001286021,0.06128934,3.05906e-7,0.00005605748,0.001543463,0.8931842,0.0000577318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.250729,0.6241661,5.624045e-7,0.1108132,0.001428779,0.0005347037,0.000004592381,0.000005274121,0.01231784],"genre_scores_gemma":[0.604346,0.3835212,0.00003545205,0.0002019998,0.00009842544,0.000004779888,4.05229e-7,0.000001753438,0.0117899],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7626578,"threshold_uncertainty_score":0.7944902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922577098681243,"score_gpt":0.3780684856328895,"score_spread":0.348842714646077,"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."}}