{"id":"W1957962144","doi":"","title":"The Exchange University: Corporatization of Academic Culture","year":2009,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Corporatization; Commercialization; Commodification; Restructuring; Marketization; Government (linguistics); Higher education; Capitalism; Political science; Public administration; Economics; Sociology; Management; Economy; Economic growth; Market economy; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001103179,0.0001042059,0.0002232517,0.000152944,0.0006612834,0.0002910474,0.001684437,0.00010467,0.001680604],"category_scores_gemma":[0.0001986809,0.00008285213,0.0000627618,0.00113181,0.0001647801,0.00154309,0.000122095,0.0002146795,0.000009324253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538384,"about_ca_system_score_gemma":0.0004854827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007584824,"about_ca_topic_score_gemma":0.0002191334,"domain_scores_codex":[0.9983903,0.0002438756,0.00033957,0.0001596889,0.0006649729,0.0002016591],"domain_scores_gemma":[0.9983728,0.0001234504,0.0008235545,0.0001614047,0.000390682,0.000128115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001168635,0.0001632435,0.3275879,0.00002169101,0.00007863509,0.000006910949,0.02103026,0.00003480792,0.007606089,0.01826556,0.5588386,0.0662495],"study_design_scores_gemma":[0.0001452487,0.000004375413,0.461773,0.00009859241,0.00001709249,4.150422e-7,0.001600813,0.000001732529,0.001354811,0.009497834,0.5253841,0.0001219418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8043691,0.04275736,0.0008047569,0.01136084,0.002222285,0.001343643,0.00004621747,0.00007809482,0.1370177],"genre_scores_gemma":[0.9105542,0.07727667,0.0001372953,0.0004543674,0.0002112457,0.000002522027,0.000005831317,0.000007465751,0.01135036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1341851,"threshold_uncertainty_score":0.999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2050786655556444,"score_gpt":0.5480824918751389,"score_spread":0.3430038263194945,"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."}}