{"id":"W4400836371","doi":"10.5539/jpl.v17n3p74","title":"An Examination of Political Patronage and Maladministration on State-Owned Entities with Specific Reference to South African Airways: A Literature Study","year":2024,"lang":"en","type":"article","venue":"Journal of Politics and Law","topic":"South African History and Culture","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Nepotism; Language change; Clientelism; State (computer science); Corporate governance; Legislature; Public administration; Political science; Law; Political economy; Business; Sociology; Finance","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":[0.0003607986,0.00007875011,0.000136004,0.00009512234,0.0001590499,0.0002158534,0.00006563507,0.00004240358,0.00001617802],"category_scores_gemma":[0.00002234591,0.00005564671,0.0000193612,0.000130569,0.0001958611,0.0001985111,0.000006439694,0.00015376,5.480081e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006177614,"about_ca_system_score_gemma":0.00009213782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004914097,"about_ca_topic_score_gemma":0.0001866967,"domain_scores_codex":[0.9990668,0.0001508194,0.0001888729,0.0001152694,0.0003139068,0.0001643209],"domain_scores_gemma":[0.9994225,0.00005971504,0.00007190335,0.00006350828,0.0001567538,0.0002256212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004414052,0.00009252893,0.0004219779,0.0000254845,0.00001431127,0.00003629857,0.1693681,0.00000152042,0.00005651355,0.8297187,0.00001857069,0.000201796],"study_design_scores_gemma":[0.0008063524,0.0118629,0.05325027,0.0005853131,0.0001529742,0.00003809578,0.866627,0.00001118847,0.00022423,0.01212791,0.05393486,0.0003789109],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876801,0.0001605268,0.00002732229,0.0002143092,0.00006807463,0.0001056312,0.0000620799,0.000008147733,0.01167383],"genre_scores_gemma":[0.9992421,0.000009349842,0.00008104007,0.00006153291,0.0001677986,0.000001525231,0.000001992632,0.000005551441,0.0004291283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8175908,"threshold_uncertainty_score":0.2269207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457029524933675,"score_gpt":0.2821445507105911,"score_spread":0.2575742554612543,"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."}}