{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01327073,0.0003104859,0.0003590184,0.001560176,0.007998744,0.01560979,0.0009646345,0.002271107,0.006163735],"category_scores_gemma":[0.009670627,0.0002628752,0.0003145021,0.002678813,0.008819288,0.00758954,0.01129718,0.002475689,0.0008835706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009921952,"about_ca_system_score_gemma":0.01364416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009663711,"about_ca_topic_score_gemma":0.01679331,"domain_scores_codex":[0.9904884,0.005754408,0.0003424187,0.000497908,0.001245778,0.001671034],"domain_scores_gemma":[0.9908528,0.00245495,0.00114241,0.0005169099,0.001281399,0.003751596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001014583,0.0001557003,0.0645032,0.0005367657,0.00006493431,0.002736398,0.4373068,0.0007440686,0.001113531,0.2805459,0.05725887,0.1549324],"study_design_scores_gemma":[0.00001538453,0.0001743405,0.03024742,0.0007071301,0.00002847441,0.0004208995,0.4938032,0.0006556077,0.0007114037,0.0277029,0.4454602,0.00007306076],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6274009,0.004901632,0.004007985,0.09659057,0.000547509,0.0001392146,0.0001391498,0.0002046886,0.2660684],"genre_scores_gemma":[0.983769,0.001265825,0.0006225388,0.002563162,0.00003777274,0.00003327556,0.00004212953,0.00004059463,0.0116257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01560979,"threshold_uncertainty_score":0.07198912,"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."}}