{"id":"W4406369983","doi":"10.3390/educsci15010086","title":"The Relationship Between Education Funding and Student Performance in Unity Schools in Nigeria","year":2025,"lang":"en","type":"article","venue":"Education Sciences","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Inefficiency; Socioeconomic status; Ordinary least squares; Stochastic frontier analysis; Sample (material); Order (exchange); Higher education; Public economics; Frontier; Regression analysis; Data envelopment analysis; Economics; Econometrics; Business; Mathematics education; Economic growth; Political science; Psychology; Statistics; Sociology; Finance; Mathematics; Demography; Macroeconomics; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023109,0.0001630884,0.0002400363,0.0008238209,0.0005463848,0.001108011,0.0002607959,0.0003819537,0.001975998],"category_scores_gemma":[0.004660701,0.0001434657,0.0002001241,0.001024926,0.0005058551,0.0004527298,0.0007691375,0.0007160686,0.0002870439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006674487,"about_ca_system_score_gemma":0.0009106849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01468998,"about_ca_topic_score_gemma":0.02068334,"domain_scores_codex":[0.9993806,0.0001910787,0.00008430873,0.00006648603,0.0001088312,0.0001686311],"domain_scores_gemma":[0.9960181,0.001146985,0.001633039,0.0001141777,0.0004264885,0.0006611561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002585888,0.00005963111,0.9975198,0.000007311381,0.00000605023,0.00003527852,0.0003906879,0.00009903366,0.0000386723,0.0001344734,0.00007012232,0.001613041],"study_design_scores_gemma":[0.000002057654,0.00007288455,0.9968497,0.00002414871,0.000009418358,0.00004157715,0.002137527,0.0003556623,0.00008265198,0.0001215821,0.000298899,0.000003856831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993284,0.00003998302,0.00001947361,0.00005140074,0.000002131944,0.00000140656,0.00005131474,9.04965e-7,0.0005050463],"genre_scores_gemma":[0.9997447,0.00002464743,0.00001702968,0.000003442991,0.00000120255,0.00000180893,0.00003101971,4.21621e-7,0.0001758197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01468998,"threshold_uncertainty_score":0.02920896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05492102386965439,"score_gpt":0.4050814144096185,"score_spread":0.3501603905399642,"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."}}