{"id":"W1580452002","doi":"10.1353/rhe.2015.0025","title":"Rethinking Higher Education: Participation, Research &amp; Differentiation by George Fallis (review)","year":2015,"lang":"en","type":"article","venue":"Review of higher education/The review of higher education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Government (linguistics); Public administration; Institution; Mandate; Context (archaeology); Negotiation; Public relations; Political science; Public service; Autonomy; Public policy; Sociology; Law","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007129771,0.0006003866,0.001303371,0.000302067,0.0007212815,0.0001140258,0.001672658,0.0002644511,0.01425718],"category_scores_gemma":[0.0009155243,0.0004960363,0.0004157529,0.003662003,0.0006825115,0.0009578416,0.0001576312,0.0006533357,0.0008071458],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352005,"about_ca_system_score_gemma":0.01522509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002010539,"about_ca_topic_score_gemma":0.00008403341,"domain_scores_codex":[0.989009,0.003114472,0.0027854,0.0009446103,0.003304076,0.0008423923],"domain_scores_gemma":[0.9870282,0.0005673548,0.002539178,0.001951751,0.007253413,0.0006601218],"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":[0.000005763029,0.001796568,0.002607471,0.03022449,0.00007372359,4.530926e-8,0.001737498,1.524696e-7,0.00001467506,0.05097544,0.8961205,0.01644366],"study_design_scores_gemma":[0.000142651,0.00003667753,0.0257861,0.07685299,0.0003861668,0.000001697599,0.000160454,4.49382e-8,0.00002701414,0.007719597,0.8884207,0.0004659059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009122985,0.8089868,0.000007033143,0.1380405,0.00856612,0.003205608,0.00002634584,0.00007190328,0.04018344],"genre_scores_gemma":[0.01524228,0.7274973,0.001069061,0.03242545,0.002084803,0.003058413,0.001154212,0.00007893363,0.2173895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.177206,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09884842843684098,"score_gpt":0.452102592688404,"score_spread":0.353254164251563,"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."}}