{"id":"W3007833139","doi":"10.1093/oxfordhb/9780190274481.013.3","title":"Public Scholarship, Public Intellectuals, and the Role of Higher Education in a Time of Crisis","year":2019,"lang":"en","type":"reference-entry","venue":"","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Neoliberalism (international relations); Scholarship; Sociology; Politics; Democracy; Higher education; Political science; Social science; Public administration; Public relations; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01320716,0.0003642866,0.0006812694,0.002885992,0.02539671,0.03654913,0.001914314,0.01259025,0.007796145],"category_scores_gemma":[0.01574609,0.0003469457,0.000376253,0.002106995,0.09876046,0.03056397,0.02077002,0.01711801,0.0008119162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01526032,"about_ca_system_score_gemma":0.01880725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004403062,"about_ca_topic_score_gemma":0.004554293,"domain_scores_codex":[0.9908286,0.005185096,0.0001757417,0.0005470157,0.0008019632,0.002461531],"domain_scores_gemma":[0.9794195,0.009547236,0.001447698,0.0009977652,0.001105669,0.007482083],"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":[0.00002223065,0.00005467443,0.000688571,0.00005217912,0.000004217294,0.0002810122,0.06293881,0.00009259528,0.00004905731,0.9032682,0.02196412,0.01058438],"study_design_scores_gemma":[0.00003064512,0.00004490833,0.0008950686,0.0005885564,0.000006013781,0.0003445817,0.1363424,0.0002299886,0.0001576376,0.5223213,0.3390006,0.00003831225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05499192,0.01985848,0.001455787,0.733111,0.002018437,0.00001884383,0.00002375894,0.00009891689,0.1884229],"genre_scores_gemma":[0.95226,0.004149429,0.0004140493,0.02664325,0.001543774,0.00002871729,0.00001303823,0.00006087021,0.01488695],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03654913,"threshold_uncertainty_score":0.1107219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04634470635754111,"score_gpt":0.2841813145093884,"score_spread":0.2378366081518473,"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."}}