{"id":"W4410260526","doi":"10.36887/2524-0455-2025-2-2","title":"Tools of public administration: an innovative approach","year":2025,"lang":"en","type":"article","venue":"Actual problems of innovative economy and law","topic":"Labor Market and Education","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Administration (probate law); Public administration; Business; Political science; Computer science; Engineering management; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009191387,0.0001483007,0.0004259136,0.0003058678,0.00008173203,0.00008135346,0.0001896614,0.0001105025,0.000187173],"category_scores_gemma":[0.0001497419,0.0001615948,0.00002753725,0.001230736,0.0003255691,0.001266556,0.00005686113,0.0001365198,0.000003797687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000372215,"about_ca_system_score_gemma":0.000145955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005430678,"about_ca_topic_score_gemma":0.0000241114,"domain_scores_codex":[0.9985041,0.00002568571,0.000931991,0.0003375899,0.00002011676,0.000180495],"domain_scores_gemma":[0.9984816,0.00008402779,0.0006360085,0.0002504125,0.0005112793,0.00003661469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002083981,0.0002469314,0.02919047,0.0001435851,0.000105559,5.144123e-8,0.001042331,0.000001708954,0.00003815391,0.9658437,0.0002323232,0.003134365],"study_design_scores_gemma":[0.00264977,0.001288003,0.1471035,0.0001405788,0.00001504618,0.000004480699,0.004678739,0.0004456065,0.009402667,0.5195075,0.3137692,0.0009949702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4543746,0.0002745134,0.00417668,0.00113143,0.0001406305,0.0003561174,0.0001093281,0.00001616882,0.5394206],"genre_scores_gemma":[0.997076,0.00002175231,0.001806653,0.0004205664,0.00003930349,0.00005665086,0.0001526929,0.000008527561,0.0004178733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5427014,"threshold_uncertainty_score":0.6589643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05929926373706829,"score_gpt":0.2620184347706387,"score_spread":0.2027191710335705,"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."}}