{"id":"W1995242301","doi":"10.5539/ass.v11n10p292","title":"University Rankings as a Tool for Assessing the Quality of Education in the Context of Globalization","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; Globalization; Context (archaeology); Higher education; Quality (philosophy); Process (computing); Contradiction; Adaptability; Doctrine; Political science; Business; Economic growth; Economic system; Economics; Management; Computer science; Law","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":[0.003829028,0.00003060684,0.00006699235,0.00002789607,0.0004703999,0.00004948822,0.0003974685,0.00002711074,0.000005152561],"category_scores_gemma":[0.0007457943,0.00002260919,0.00002508252,0.0009861661,0.0006732216,0.000370336,0.00001657533,0.00002837406,0.000001164375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002743968,"about_ca_system_score_gemma":0.005131472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005696829,"about_ca_topic_score_gemma":0.0008567949,"domain_scores_codex":[0.9988756,0.0002130386,0.0001402247,0.00009316104,0.0005634826,0.0001145357],"domain_scores_gemma":[0.999197,0.0000991516,0.0002176601,0.00006777778,0.0003962612,0.0000221169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000007253225,0.00006184219,0.02320809,0.000003795263,0.000001161206,2.194907e-8,0.2064308,1.359799e-7,0.00005144528,0.6798623,0.001005672,0.08936753],"study_design_scores_gemma":[0.0001732068,0.000007708364,0.5601847,0.00001529154,0.000003498391,6.626082e-8,0.3869236,7.777925e-7,0.0000795101,0.01711216,0.03545202,0.00004738127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7877454,0.00002156309,0.0007728144,0.009082054,0.0003754502,0.0004183391,0.000003466595,0.000006196339,0.2015747],"genre_scores_gemma":[0.9991345,0.000004588236,0.0002499329,0.000345875,0.00005708486,0.000003151998,9.815177e-7,8.789185e-7,0.0002029961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6627501,"threshold_uncertainty_score":0.9103011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04199597558306149,"score_gpt":0.409707493308285,"score_spread":0.3677115177252235,"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."}}