{"id":"W4415021029","doi":"10.18523/3041-1718.2025.2.s.92-101","title":"Modeling Digital Paradiplomacy in the Global Space. A Strategy for Neutralizing Information Threats","year":2025,"lang":"en","type":"article","venue":"Empirio.","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disinformation; Context (archaeology); Digital transformation; State (computer science); Digital Revolution; International relations; International security; Democracy","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":[0.001054372,0.0006462027,0.0003849543,0.001344144,0.001564002,0.006943026,0.00138699,0.002510247,0.008565693],"category_scores_gemma":[0.00414134,0.0003736602,0.0009959546,0.001378812,0.003930801,0.007866019,0.004303936,0.001680067,0.0009295639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002482755,"about_ca_system_score_gemma":0.002274383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009531043,"about_ca_topic_score_gemma":0.008371317,"domain_scores_codex":[0.9994298,0.0002728717,0.00002241739,0.0001107926,0.00006729957,0.00009684059],"domain_scores_gemma":[0.9988445,0.000540889,0.0001937723,0.0001707214,0.00008722417,0.0001628976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004342092,0.00007331122,0.003204682,0.0000775407,0.00001993046,0.0002890677,0.00149803,0.1984794,0.0005627899,0.7827031,0.001139857,0.01190881],"study_design_scores_gemma":[0.00003606552,0.00008852581,0.001158569,0.0001242364,0.00003803274,0.0001731176,0.003988815,0.5210204,0.0005665811,0.4311648,0.04160266,0.00003826128],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2216684,0.001561225,0.4586811,0.007175826,0.0002418501,0.0004896817,0.0005760959,0.0005481414,0.3090577],"genre_scores_gemma":[0.9034282,0.0008519655,0.07393762,0.0002336691,0.00004678455,0.0003090273,0.0002733797,0.0001213668,0.02079803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009531043,"threshold_uncertainty_score":0.02865511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04997195107238096,"score_gpt":0.2943559382266029,"score_spread":0.2443839871542219,"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."}}