{"id":"W4411938181","doi":"10.36690/2733-2039-2025-2-33-43","title":"INNOVATIVE MANAGEMENT OF CULTURAL, EDUCATIONAL AND SCIENTIFIC PROJECTS IN THE PUBLIC SECTOR: ECONOMIC TOOLS AND MARKETING STRATEGIES","year":2025,"lang":"en","type":"article","venue":"PEDAGOGY AND EDUCATION MANAGEMENT REVIEW","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre National de la Recherche Scientifique","keywords":"Marketing; Business; Marketing management; Public sector; Economics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0010671,0.00009140499,0.0001224599,0.0000793559,0.0001404436,0.0002023389,0.0001178765,0.00001438677,0.0003295839],"category_scores_gemma":[0.00001035562,0.0000688229,0.000009273484,0.0002988821,0.0001621945,0.0004217656,0.0001720549,0.00003993681,0.00001030784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006806663,"about_ca_system_score_gemma":0.00007992474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004525052,"about_ca_topic_score_gemma":0.00008449832,"domain_scores_codex":[0.9992414,0.00005906214,0.0002567338,0.0002713934,0.00005744772,0.0001139663],"domain_scores_gemma":[0.9997019,0.00004009679,0.00009868846,0.000130809,0.00001180851,0.00001669303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000005173588,0.0001118192,0.06049762,0.004948325,0.00004878678,3.270445e-7,0.0007409172,0.000004472468,0.000002918,0.1967321,0.02218819,0.7147194],"study_design_scores_gemma":[0.0001038179,0.00000348032,0.768649,0.0008182282,0.00002593843,0.000002681604,0.007772747,0.00001344584,6.258043e-7,0.001667426,0.2208508,0.00009178192],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7885071,0.04357111,0.00002332547,0.02057104,0.000398495,0.001620352,0.000003629733,0.00000780642,0.1452971],"genre_scores_gemma":[0.9045228,0.08796837,0.001264202,0.0008187568,0.00001530602,0.0004173601,0.00004901176,0.000004201306,0.004939944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7146276,"threshold_uncertainty_score":0.3608713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04440623816910107,"score_gpt":0.3279966073241606,"score_spread":0.2835903691550596,"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."}}