{"id":"W4409180359","doi":"10.46690/elder.2025.01.02","title":"Singapore’s global education hub ambitions: Government and institution strategies and practices","year":2025,"lang":"en","type":"article","venue":"Education and lifelong development research.","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institution; Government (linguistics); Political science; Public administration; Economic growth; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002017333,0.0001135747,0.0001142089,0.0001306619,0.001568963,0.0009200543,0.0001198298,0.0001008333,0.00005262063],"category_scores_gemma":[0.0009398863,0.0001223887,0.000009465232,0.0003502039,0.0005704462,0.00096312,0.0001122551,0.0001705366,0.00001368869],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009737354,"about_ca_system_score_gemma":0.0115956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622675,"about_ca_topic_score_gemma":0.002257243,"domain_scores_codex":[0.9983873,0.0002739757,0.0002609908,0.0003561731,0.0004406379,0.0002808649],"domain_scores_gemma":[0.9991586,0.0002217608,0.0001492867,0.0001055099,0.000190713,0.0001741003],"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":[0.00001658259,0.0003016751,0.1328261,0.00009383686,0.00004206994,3.606889e-7,0.02165277,2.444945e-7,0.00001431603,0.4401806,0.02091178,0.3839597],"study_design_scores_gemma":[0.0001238379,0.000008699105,0.3662266,0.0001292179,0.000006327957,0.000002114101,0.1374378,0.000002409547,0.00002520789,0.01110466,0.4848131,0.0001199246],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8515598,0.002453346,0.0001015841,0.02061866,0.0009985075,0.0006293449,0.000002373154,0.00005174998,0.1235846],"genre_scores_gemma":[0.9818248,0.002139217,0.0062677,0.000646087,0.0001935246,0.0002357526,0.00002292272,0.000005113757,0.008664899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4639013,"threshold_uncertainty_score":0.9997309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06476472930903121,"score_gpt":0.4673328666575217,"score_spread":0.4025681373484905,"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."}}