{"id":"W2971813575","doi":"10.1016/j.evalprogplan.2019.101713","title":"Governing and managing higher education institutions: The quality audit contributions","year":2019,"lang":"en","type":"article","venue":"Evaluation and Program Planning","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","cited_by":82,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Accreditation; Audit; Accountability; Higher education; Corporate governance; Quality management; Quality assurance; Business; Quality (philosophy); Quality audit; Quality policy; Quality management system; Public relations; Accounting; Management system; Political science; Operations management; Medicine; Medical education; Engineering; Marketing; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007208264,0.00008202052,0.00007045813,0.00003644284,0.0004978278,0.0004118596,0.00005218035,0.00004677246,0.0004225081],"category_scores_gemma":[0.00009845047,0.00006080595,0.00001445484,0.0002426003,0.00003913198,0.0006287072,0.00003889624,0.0001081476,0.00008694795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002464987,"about_ca_system_score_gemma":0.00006225063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006697542,"about_ca_topic_score_gemma":0.000008077868,"domain_scores_codex":[0.9993443,0.0000298887,0.0001374079,0.0001572956,0.0002274898,0.0001035542],"domain_scores_gemma":[0.9995301,0.0000347497,0.0001242838,0.00007634854,0.0002250675,0.000009444127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001997828,0.00007732729,0.1456591,0.0001129198,0.00004023861,2.846449e-7,0.0002318191,0.0006100406,0.000147759,0.7637854,0.003230484,0.08608466],"study_design_scores_gemma":[0.0004214645,0.000008303069,0.6149256,0.00008738106,0.00007423072,0.000002312357,0.0009047966,0.00369187,0.000003243065,0.01008589,0.3696517,0.0001431417],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8694423,0.00462802,0.0002052895,0.01247664,0.0009421514,0.001551447,0.000006988408,0.0002428306,0.1105044],"genre_scores_gemma":[0.9969951,0.00001151528,0.00008194875,0.001451958,0.0004393295,0.00005949334,0.0002269692,0.000005503524,0.0007281709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7536994,"threshold_uncertainty_score":0.4626167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0592925696596097,"score_gpt":0.3886790330649743,"score_spread":0.3293864634053645,"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."}}