{"id":"W4407355140","doi":"10.2139/ssrn.5132476","title":"Decentralized Persuasion","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Persuasion; Business; Psychology; Social psychology","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":[0.001453415,0.000444811,0.0007051102,0.001111754,0.001095595,0.002123599,0.0007309051,0.001797035,0.02219068],"category_scores_gemma":[0.01401181,0.0003163247,0.0004377601,0.0006927717,0.001042808,0.002716708,0.00160144,0.00119411,0.003811511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008587615,"about_ca_system_score_gemma":0.0007297143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000472006,"about_ca_topic_score_gemma":0.0005078273,"domain_scores_codex":[0.9985775,0.0005639517,0.0000472765,0.0003417268,0.0003127685,0.0001568788],"domain_scores_gemma":[0.9925685,0.004212551,0.0005404216,0.001621093,0.0006870381,0.000370484],"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":[0.0003535879,0.0003245837,0.003371397,0.0002623903,0.000112756,0.0002349597,0.0007106348,0.0194692,0.004494768,0.8314541,0.02991033,0.1093012],"study_design_scores_gemma":[0.0001353478,0.0001267147,0.002403139,0.00003858236,0.00005218928,0.0002795563,0.0002425698,0.1402841,0.001564514,0.8326458,0.02219936,0.00002813543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2828215,0.001291131,0.2174264,0.0124333,0.000733249,0.0003132019,0.0008633903,0.001339171,0.4827786],"genre_scores_gemma":[0.9593046,0.0001793119,0.006460436,0.0003206638,0.0002381022,0.00009627321,0.0001468966,0.00004953697,0.03320419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02219068,"threshold_uncertainty_score":0.07423526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00781689753712679,"score_gpt":0.2870460040423679,"score_spread":0.2792291065052411,"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."}}