{"id":"W85858686","doi":"10.5206/cie-eci.v38i2.9139","title":"Corruption and Reform in Higher Education in Ukraine","year":2009,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Language change; Political science; Humanities; Order (exchange); Administration (probate law); Welfare economics; Economics; Art; 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":[0.0001912074,0.00005154374,0.00007161894,0.000191014,0.00005589059,0.00005321048,0.00005100809,0.00003228802,0.0003393022],"category_scores_gemma":[0.00001682389,0.00005492776,0.000007310535,0.00009591459,0.00003800585,0.0003392911,0.000008941235,0.00005750218,0.00001672491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005373093,"about_ca_system_score_gemma":0.0003614003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009063016,"about_ca_topic_score_gemma":0.001560403,"domain_scores_codex":[0.9995404,0.00003138186,0.0001574242,0.0001334712,0.00006232467,0.000074933],"domain_scores_gemma":[0.9997851,0.0000148059,0.00005148882,0.00003261139,0.00007310508,0.00004285361],"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":[0.00004409747,0.0004424696,0.06403506,0.00000311775,0.000003935505,1.171975e-7,0.02220672,0.000005367801,0.00009523419,0.3205999,0.001592536,0.5909715],"study_design_scores_gemma":[0.0001629766,0.00001351403,0.8309095,0.00003104568,7.544041e-7,6.617025e-7,0.006022325,0.00008835163,0.000003647872,0.004237847,0.158464,0.00006533608],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7971317,0.0003856017,0.000006198168,0.008857667,0.0009572093,0.0001220988,5.005368e-7,0.000007152142,0.1925319],"genre_scores_gemma":[0.9670831,0.000401874,0.0001757458,0.0008674961,0.0001559921,0.00001908342,0.00002924367,0.000001274909,0.03126618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7668744,"threshold_uncertainty_score":0.3715121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1363512468408675,"score_gpt":0.4321602153908469,"score_spread":0.2958089685499793,"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."}}