{"id":"W4411540124","doi":"10.47629/2074-9201_2025_2_129_133","title":"ИННОВАЦИОННЫЕ КЛАСТЕРЫ КАК ИНСТРУМЕНТ ТРАНСФОРМАЦИИ МОНОПРОФИЛЬНЫХ ГОРОДОВ: ОПЫТ РОССИИ И МЕЖДУНАРОДНЫЕ ПАРАЛЛЕЛИ","year":2025,"lang":"ru","type":"article","venue":"Вестник Академии права и управления","topic":"Digital Economy and Transformation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Incentive; Diversification (marketing strategy); Industrial organization; Marketing; Economics; Market economy","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001745984,0.002169455,0.002127769,0.002396379,0.00163882,0.004601602,0.002446764,0.001258882,0.004988003],"category_scores_gemma":[0.0004607408,0.002351291,0.00133181,0.003717966,0.0007217122,0.01117312,0.00109359,0.001617699,0.01893112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004970232,"about_ca_system_score_gemma":0.0005536031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172739,"about_ca_topic_score_gemma":0.0007412267,"domain_scores_codex":[0.9901457,0.0001253682,0.00313471,0.002395725,0.001261626,0.002936829],"domain_scores_gemma":[0.9948717,0.0004034269,0.001368152,0.002241498,0.0008434007,0.0002718226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001395258,0.003248825,0.06737774,0.008733386,0.002436361,0.0003170184,0.0008713244,0.000889268,0.0003702786,0.3812665,0.302958,0.230136],"study_design_scores_gemma":[0.00608907,0.0001401797,0.02204143,0.002183408,0.001323049,0.00002768842,0.002052441,0.005777059,0.0009816412,0.02152012,0.934724,0.003139859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09875172,0.004674254,0.003694698,0.0147955,0.008371191,0.002856958,0.0002447949,0.001433951,0.8651769],"genre_scores_gemma":[0.9331918,0.000846422,0.0003111267,0.0128362,0.003130712,0.0002777224,0.0009138717,0.0002814005,0.04821068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8344401,"threshold_uncertainty_score":0.9996609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006050718251629954,"score_gpt":0.1900271537801761,"score_spread":0.1839764355285461,"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."}}