{"id":"W4212856747","doi":"10.1332/policypress/9781529208627.003.0001","title":"The Contentious Politics of Higher Education","year":2020,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Contentious politics; Political science; Mobilization; Social movement; Public administration; Political economy; Higher education; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001114858,0.0001538429,0.0001913005,0.00004355804,0.0003936656,0.00007793936,0.0003804206,0.0001698632,0.0000746001],"category_scores_gemma":[0.00005620654,0.0001283015,0.0001025871,0.00001080685,0.000385725,0.00002948129,0.00005933053,0.000169206,0.00004366774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002017791,"about_ca_system_score_gemma":0.002965347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007796009,"about_ca_topic_score_gemma":0.0001910298,"domain_scores_codex":[0.9987606,0.0000405934,0.0003232165,0.0001811685,0.000467187,0.0002272225],"domain_scores_gemma":[0.9988687,0.0001091532,0.0003686617,0.0002524623,0.000248883,0.0001521611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002793962,0.000006982177,0.000006038408,0.00001617535,0.00003797166,2.266387e-7,0.003629925,3.797761e-8,0.000001786923,0.9242804,0.06717492,0.004842735],"study_design_scores_gemma":[0.00005149727,0.000007101673,0.0001084563,0.00004096964,0.00002065745,1.741966e-7,0.00005230871,4.066705e-8,0.00002940873,0.1556788,0.8438969,0.0001136759],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007140249,0.001379495,0.000001964326,0.00537074,0.001110097,0.0003025223,0.00003181423,0.00003697227,0.9917592],"genre_scores_gemma":[0.008222324,0.0003640626,0.00005076656,0.002102145,0.002279988,0.00004087001,0.000007781627,0.00002690688,0.9869052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.776722,"threshold_uncertainty_score":0.9988112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05863227607084948,"score_gpt":0.3497380767613713,"score_spread":0.2911058006905218,"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."}}