{"id":"W4285671200","doi":"10.51952/9781529208634.ch001","title":"The Contentious Politics of Higher Education","year":2020,"lang":"en","type":"book-chapter","venue":"Bristol University Press eBooks","topic":"Political theory and Gramsci","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001065216,0.0003014363,0.0002246656,0.001071242,0.004594252,0.008178966,0.0004572983,0.0009994331,0.00939705],"category_scores_gemma":[0.001872035,0.0001580014,0.0001444595,0.001830024,0.01892038,0.003910103,0.002800063,0.002270037,0.001033588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008759093,"about_ca_system_score_gemma":0.00336423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00405811,"about_ca_topic_score_gemma":0.007033159,"domain_scores_codex":[0.9983711,0.0007784702,0.00001844435,0.0001027396,0.0004373557,0.0002919483],"domain_scores_gemma":[0.9992955,0.0004275702,0.00005807808,0.00006397771,0.00006747167,0.00008743006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000213995,0.000004660159,0.00008167145,0.00001749146,8.297373e-7,0.00001618915,0.004346102,0.00004348352,0.00004914658,0.9854072,0.004324235,0.005706771],"study_design_scores_gemma":[0.000003099955,0.000008770497,0.001331227,0.0001648765,0.000002022322,0.00004595389,0.005977016,0.0001393919,0.0002123076,0.3530971,0.6390128,0.000005460645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01022919,0.006252242,0.002173797,0.009557036,0.0002600706,0.000017628,0.00002244859,0.00002193918,0.9714655],"genre_scores_gemma":[0.6770416,0.007549671,0.0009684202,0.003753025,0.0007355909,0.00006383679,0.00004897398,0.0000981893,0.3097405],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00939705,"threshold_uncertainty_score":0.06355196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448716584327697,"score_gpt":0.2650090102741401,"score_spread":0.2201373518413704,"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."}}