{"id":"W2886248809","doi":"10.1080/00083968.2018.1488662","title":"Getting Our Universities Back on Track: Reflections and Governance Paradigms from My Vice-Chancellorship","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of African Studies / Revue canadienne des études africaines","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Track (disk drive); Corporate governance; Political science; Management; Computer science; Economics; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03831672,0.0005158889,0.0006562828,0.0009180606,0.02172374,0.02823433,0.002924905,0.01537365,0.005110586],"category_scores_gemma":[0.05175319,0.0004885638,0.0006283015,0.002196501,0.02471457,0.02600731,0.01431401,0.03280223,0.001268881],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02308701,"about_ca_system_score_gemma":0.0441702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06395911,"about_ca_topic_score_gemma":0.07647213,"domain_scores_codex":[0.9673616,0.01657848,0.000912407,0.001568919,0.005230648,0.008347922],"domain_scores_gemma":[0.9635132,0.00987346,0.002516285,0.001478404,0.007802997,0.01481569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006685015,0.0001169907,0.002112847,0.000128876,0.00002092491,0.000272369,0.07331523,0.0002640665,0.000238883,0.2779679,0.6152819,0.0302131],"study_design_scores_gemma":[0.00003140035,0.0000462224,0.003079973,0.0004664585,0.00001317213,0.0001276574,0.09358563,0.0001408402,0.0005776861,0.0309177,0.8709389,0.00007453548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008073417,0.003445832,0.0005085369,0.9698178,0.004263136,0.000007925492,0.00002059604,0.00001076517,0.01385197],"genre_scores_gemma":[0.5742338,0.007214651,0.001274071,0.3653644,0.003604296,0.000082069,0.00006438924,0.0001268479,0.04803541],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.976913,"threshold_uncertainty_score":0.2026405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05149953577308287,"score_gpt":0.2956589079199644,"score_spread":0.2441593721468815,"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."}}