{"id":"W7164906960","doi":"10.1080/17153379.2020.12559701","title":"The Future of Indian Universities: Comparative and International Perspectives.","year":2020,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"International relations; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009187176,0.00003407126,0.0000580872,0.00001415394,0.0002582367,0.00003985055,0.0001153049,0.00002274331,0.00007305959],"category_scores_gemma":[0.00001262774,0.00002580213,0.00002013054,0.0001148947,0.0003444079,0.00007325863,0.00001246428,0.00004106017,0.000009828833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004561422,"about_ca_system_score_gemma":0.0001250827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004870266,"about_ca_topic_score_gemma":0.0003031138,"domain_scores_codex":[0.9996287,0.00006158487,0.00005870736,0.00006522128,0.0001144785,0.00007128814],"domain_scores_gemma":[0.9997022,0.00005694186,0.00005334348,0.00003547144,0.00008813123,0.00006393155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005138877,0.000003709175,0.0003878771,0.000001728761,0.00001416749,1.353637e-7,0.76608,0.000001281006,0.000002338688,0.2239631,0.009321189,0.0002194211],"study_design_scores_gemma":[0.00003228236,0.000006426785,0.0002767709,0.000002062568,0.000001109779,1.534906e-7,0.6774767,0.000003160497,0.000002726886,0.0001040351,0.322075,0.00001953696],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0218053,0.001330509,0.000005556281,0.02641362,0.0004300456,0.00008547179,0.00002004424,0.00001542647,0.949894],"genre_scores_gemma":[0.9973222,0.0002940501,0.00001384686,0.00001260377,0.0003393069,0.000001077208,9.763569e-7,0.00000114343,0.002014788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9755169,"threshold_uncertainty_score":0.1986174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314439661957248,"score_gpt":0.3081782610137768,"score_spread":0.2850338643942043,"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."}}