{"id":"W4417226428","doi":"10.26794/2226-7867-2025-15-6-103-111","title":"The Influence of Regional Elites on the Optimization of Intraregional Space in a Federal State","year":2025,"lang":"","type":"article","venue":"Humanities and Social Sciences Bulletin of the Financial University","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Elite; Federal state; Politics; State (computer science); Regional development; Space (punctuation)","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001510583,0.0001572391,0.0002910522,0.0001082981,0.004315873,0.00007444303,0.001139299,0.0001127308,0.00007240284],"category_scores_gemma":[0.0002622849,0.0001078979,0.000163681,0.000615724,0.01149925,0.0001031136,0.0003536701,0.0002186633,6.27836e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190726,"about_ca_system_score_gemma":0.0009727381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006335934,"about_ca_topic_score_gemma":0.003359299,"domain_scores_codex":[0.997964,0.000534978,0.0003897413,0.0002575242,0.0005388805,0.0003148615],"domain_scores_gemma":[0.9978269,0.001189149,0.0006269473,0.0001141362,0.0002266182,0.0000162781],"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":[0.0001840934,0.00007404404,0.006381271,0.00003346648,0.00002932539,5.576788e-7,0.03255817,0.006457312,0.000003223024,0.9481746,0.005554704,0.000549247],"study_design_scores_gemma":[0.001075996,0.0002346746,0.5128704,0.0006658619,0.00004702204,4.930068e-7,0.1284266,0.0003444254,0.00003333006,0.03604818,0.3198328,0.0004203079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933328,0.0001858484,0.00001311605,0.04606248,0.000227273,0.0002875004,0.00002433409,0.000004383561,0.01986708],"genre_scores_gemma":[0.9918323,0.001415352,0.00004850578,0.000513378,0.00004213684,0.000001395235,7.545465e-7,0.000002900013,0.006143275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9121264,"threshold_uncertainty_score":0.9969804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278803987744125,"score_gpt":0.2179308903519829,"score_spread":0.1951428504745417,"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."}}