{"id":"W1964484886","doi":"10.5539/ies.v2n1p18","title":"The Evaluation of Higher Education Expenditure Performance and Investment Mechanism Reform","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Research studies in Vietnam","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Investment (military); Public expenditure; Higher education; Economics; Government (linguistics); Public economics; Mechanism (biology); Point (geometry); Public finance; Business; Economic growth; Macroeconomics; Political science","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":[0.0006926626,0.00009349445,0.0000839732,0.00004223907,0.0002730097,0.00002663461,0.000215418,0.00002387784,0.0002116749],"category_scores_gemma":[0.0002344115,0.00006194523,0.00002245355,0.0001004796,0.0002030497,0.0002621583,0.0001413602,0.0000724617,0.00003003864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008616148,"about_ca_system_score_gemma":0.00009430448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004490336,"about_ca_topic_score_gemma":0.00001499458,"domain_scores_codex":[0.9985701,0.00005501214,0.0002171041,0.0001832306,0.000860278,0.0001142594],"domain_scores_gemma":[0.9991633,0.00004780657,0.0001403419,0.0001786333,0.0004351333,0.0000348444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004697386,0.0005729265,0.009106403,0.00002000455,0.000211715,8.082175e-8,0.003771923,0.0001176162,0.001442365,0.1121346,0.125248,0.7473274],"study_design_scores_gemma":[0.0003256684,0.000152161,0.657726,0.00008286052,0.00004927593,0.000005674791,0.006744571,0.0004975663,0.001604847,0.1411572,0.19147,0.0001841331],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8214399,0.004537642,0.000005622794,0.01282675,0.00358265,0.0004419168,0.00000202579,0.00001556757,0.157148],"genre_scores_gemma":[0.9882469,0.00190516,0.0005117177,0.0008495634,0.0001452812,0.0002131577,0.000006900855,0.000003939446,0.008117357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7471433,"threshold_uncertainty_score":0.2526053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06515457708496733,"score_gpt":0.4235394227382872,"score_spread":0.3583848456533199,"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."}}