{"id":"W7135058200","doi":"10.18413/2408-9338-2025-11-4-1-6","title":"Cognitive modeling of municipal social and economic development","year":2025,"lang":"ru","type":"article","venue":"Research Result Sociology and Management","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security","funders":"","keywords":"Cognition; Economic model; Social cognitive theory; Context (archaeology); Government (linguistics); Cognitive model","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001006869,0.0003193409,0.0003394713,0.00135327,0.001296886,0.004394856,0.001033432,0.0008310467,0.006747086],"category_scores_gemma":[0.004276882,0.0003105584,0.000672028,0.002024087,0.002099899,0.002985177,0.001475805,0.0007894179,0.0002421065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004800247,"about_ca_system_score_gemma":0.003446057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05754908,"about_ca_topic_score_gemma":0.06103286,"domain_scores_codex":[0.9994069,0.0003499821,0.00002278315,0.00007181978,0.00008110054,0.00006734451],"domain_scores_gemma":[0.998499,0.0009872387,0.0001174759,0.0001054593,0.0001564647,0.000134416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001703233,0.00004738134,0.00268227,0.00004391202,0.00003280157,0.0001084109,0.001996807,0.129648,0.00009631801,0.857558,0.0006767786,0.007092454],"study_design_scores_gemma":[0.00002042904,0.00001925929,0.002297883,0.00003740608,0.00003608805,0.00005797103,0.003257662,0.3863432,0.0001012768,0.5962581,0.01155054,0.00002021377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4507556,0.0009240204,0.3271741,0.006238944,0.0001212195,0.0001124694,0.0007975763,0.0002440986,0.2136319],"genre_scores_gemma":[0.9804231,0.0002389095,0.01497372,0.00002615926,0.00001337994,0.00006128464,0.0001251061,0.00001866287,0.004119711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05754908,"threshold_uncertainty_score":0.1144282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1765011057983679,"score_gpt":0.4339821634938932,"score_spread":0.2574810576955253,"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."}}