{"id":"W4411709820","doi":"10.24143/2073-5537-2025-2-90-100","title":"Analysis of the dynamics of the global advertising market: growth drivers and development prospects","year":2025,"lang":"en","type":"article","venue":"VESTNIK OF ASTRAKHAN STATE TECHNICAL UNIVERSITY SERIES ECONOMICS","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Advertising; Market development; Economic geography; Business; Economics; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007798107,0.0002615764,0.0002017653,0.003752489,0.0003981924,0.003159093,0.0002515878,0.0003663724,0.006503028],"category_scores_gemma":[0.001989904,0.0001066387,0.0004588869,0.006147973,0.0003802483,0.003283642,0.0006810014,0.0005853949,0.001271669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436323,"about_ca_system_score_gemma":0.0009027937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007455766,"about_ca_topic_score_gemma":0.00586578,"domain_scores_codex":[0.9997041,0.00004648664,0.00001368413,0.00004612779,0.0001294769,0.00006012383],"domain_scores_gemma":[0.9981874,0.0006437996,0.0003190664,0.00005856159,0.0006295604,0.0001616308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002880122,0.0001944719,0.6309665,0.0005544708,0.00008799807,0.001585081,0.003850288,0.00817396,0.003084278,0.08927017,0.0128188,0.249126],"study_design_scores_gemma":[0.000009579723,0.0002442122,0.8477536,0.0001881709,0.00008016866,0.00127908,0.01614971,0.02520351,0.00232129,0.009070998,0.09763873,0.00006108794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8699784,0.003369513,0.002009348,0.002148001,0.00005478695,0.0000704589,0.003317926,0.0001052096,0.1189465],"genre_scores_gemma":[0.985405,0.002299189,0.0009778128,0.0000891528,0.00004841401,0.00002287387,0.001440574,0.00002443441,0.00969263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007455766,"threshold_uncertainty_score":0.02175474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002567030913743049,"score_gpt":0.1522600403530326,"score_spread":0.1496930094392895,"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."}}