{"id":"W1650758982","doi":"10.3968/5992","title":"Effective Management of Tertiary Education in Nigeria as a Panacea to Good Governance and National Security","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"African Education and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Panacea (medicine); Higher education; Corporate governance; Good governance; Economic growth; Business; Investment (military); Human capital; Development economics; Public relations; Economics; Political science; Finance; 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":[0.0009278659,0.00006493924,0.0001036033,0.0001163445,0.0002220283,0.00002852313,0.0002302063,0.00004166979,0.0001266871],"category_scores_gemma":[0.000137748,0.00007276008,0.00002041535,0.0008683447,0.0005754445,0.0002297665,0.00004068066,0.00005012611,0.00001154102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000381186,"about_ca_system_score_gemma":0.001991198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273382,"about_ca_topic_score_gemma":0.00007656121,"domain_scores_codex":[0.9987397,0.0001239607,0.0001893668,0.0002061415,0.000558324,0.0001825328],"domain_scores_gemma":[0.9992025,0.00007990772,0.0001652653,0.00007847948,0.000353261,0.0001205811],"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":[0.000003480743,0.0002426931,0.01429683,0.00002552739,0.000002290402,9.016642e-9,0.02328773,3.631369e-7,0.00011716,0.9543989,0.001068334,0.006556634],"study_design_scores_gemma":[0.00007762001,0.00002002127,0.8772094,0.00004560298,0.000004166574,1.001292e-7,0.01003668,9.911687e-7,0.0001954787,0.03759692,0.0747277,0.00008528997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5195732,0.00003870878,0.000006014342,0.002589283,0.0006635623,0.0002988819,0.000003386695,0.000007449643,0.4768195],"genre_scores_gemma":[0.9932753,0.0000149447,0.0003902414,0.000779953,0.000217227,0.00005881218,0.000001628464,0.000003564547,0.005258281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.916802,"threshold_uncertainty_score":0.3532299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006959811940403333,"score_gpt":0.3405996589874556,"score_spread":0.3336398470470523,"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."}}