{"id":"W4405120532","doi":"10.1007/s10734-024-01346-3","title":"Introduction to the Special Issue: ‘The public good of higher education: A comparative study’","year":2024,"lang":"en","type":"article","venue":"Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Higher education; Public good; Earnings; Corporate governance; Economic growth; Sociology; Political science; Public relations; Economics; Accounting; Management","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":[0.00366311,0.0005751865,0.0009317501,0.005884825,0.002182087,0.007348782,0.001216359,0.003424173,0.03180439],"category_scores_gemma":[0.0159617,0.0002697285,0.0007250361,0.01026535,0.002497496,0.004236573,0.002919844,0.003752954,0.004480102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003039039,"about_ca_system_score_gemma":0.002471474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004097087,"about_ca_topic_score_gemma":0.004874807,"domain_scores_codex":[0.9969592,0.001269265,0.0002094549,0.0003312436,0.001015209,0.0002156496],"domain_scores_gemma":[0.9787251,0.01577123,0.0009364106,0.0007056931,0.003051424,0.0008100183],"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":[0.0000372547,0.00009452739,0.001604046,0.001178306,0.00001789315,0.0001356397,0.002186659,0.00009465332,0.0001685779,0.027724,0.9267761,0.03998242],"study_design_scores_gemma":[0.00001078444,0.00008181715,0.01232941,0.002292085,0.00001353542,0.0001686269,0.003687071,0.0001132105,0.00007845261,0.005396985,0.975804,0.00002423151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02131126,0.2072162,0.003600607,0.2613416,0.2641826,0.0003677436,0.00551316,0.0002255949,0.2362412],"genre_scores_gemma":[0.2489561,0.1805785,0.005878951,0.07713576,0.375706,0.001780272,0.008103048,0.0006330775,0.1012284],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03180439,"threshold_uncertainty_score":0.1063963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322476670329244,"score_gpt":0.3750934766604251,"score_spread":0.3418687099571326,"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."}}