{"id":"W2107532946","doi":"10.5539/jel.v4n4p160","title":"School Administrators Strategies for Combating Corruption in Universities in Nigeria","year":2015,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language change; Accreditation; Sample (material); Higher education; Psychology; Public relations; Descriptive statistics; Political science; Reverence; Sociology; Medical education; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003559644,0.0001891773,0.0002496797,0.001162969,0.005360878,0.005093176,0.0004807908,0.001052281,0.004533551],"category_scores_gemma":[0.005988919,0.0002535972,0.0001584036,0.000849573,0.001857698,0.001189688,0.002014832,0.001272381,0.000425723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002252775,"about_ca_system_score_gemma":0.007483032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002195015,"about_ca_topic_score_gemma":0.004381411,"domain_scores_codex":[0.9963201,0.002266251,0.0001635924,0.0001044303,0.0003095264,0.0008361678],"domain_scores_gemma":[0.9942773,0.0009451858,0.001847333,0.0001462425,0.0007633948,0.002020551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003066529,0.0028924,0.566175,0.001397446,0.0001129698,0.003579254,0.1246254,0.001193403,0.006162156,0.04076468,0.02107462,0.231716],"study_design_scores_gemma":[0.00007715702,0.001187258,0.4428897,0.001895403,0.000125215,0.00102593,0.4149074,0.001566319,0.004018344,0.007010687,0.1251803,0.0001163926],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574006,0.002811608,0.0008465567,0.009671278,0.000211887,0.0002031184,0.00002183824,0.00003619142,0.02879685],"genre_scores_gemma":[0.9937956,0.001043045,0.000418766,0.0007168837,0.00003802299,0.00002775776,0.00000757698,0.000004047574,0.003948249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005360878,"threshold_uncertainty_score":0.01882547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04751499851802057,"score_gpt":0.3597062380083385,"score_spread":0.3121912394903179,"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."}}