{"id":"W2016024447","doi":"10.1016/j.polsoc.2014.07.002","title":"Largely a matter of degrees: Quality assurance and Canadian universities","year":2014,"lang":"en","type":"article","venue":"Policy and Society","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Quality assurance; Decentralization; Accreditation; Public administration; Higher education; Quality (philosophy); Government (linguistics); Political science; Function (biology); Economic growth; Business; Public relations; Economics; Marketing; Service (business)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003270381,0.00003482864,0.00006800767,0.00001331317,0.000269574,0.00001937516,0.00004247987,0.00004235507,0.00005425363],"category_scores_gemma":[0.00003653797,0.00003486305,0.00002115589,0.00008168678,0.0001802555,0.00008236138,0.000008753365,0.0000296799,0.000004832192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008483006,"about_ca_system_score_gemma":0.0007383417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5778057,"about_ca_topic_score_gemma":0.1628292,"domain_scores_codex":[0.9995866,0.00005502612,0.00006248375,0.00006998462,0.00008946435,0.0001364494],"domain_scores_gemma":[0.9996966,0.00007746903,0.00003535837,0.00004224011,0.00004108322,0.0001072431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001564399,0.00001154167,0.3709628,0.00004598555,0.00002237585,6.947915e-8,0.3042963,8.067345e-7,0.000009724332,0.2896917,0.03391143,0.001045727],"study_design_scores_gemma":[0.00007992216,0.0000027002,0.6915814,0.000007811302,0.000001979793,7.367341e-8,0.01497663,0.000002442228,0.00000526796,0.000993163,0.2922966,0.00005197441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9141718,0.00008714641,0.00004651246,0.01126888,0.00005963167,0.00004172308,0.00001862887,0.000007048641,0.0742986],"genre_scores_gemma":[0.9911205,0.0002062891,0.000594496,0.002495274,0.0001104229,0.000001139893,8.554095e-7,0.000001647412,0.005469393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4149765,"threshold_uncertainty_score":0.852447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953730256091395,"score_gpt":0.3212994188629029,"score_spread":0.301762116301989,"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."}}