{"id":"W4407172805","doi":"10.2139/ssrn.5066467","title":"Dynamic Network Influence: The Art of Strategic Messaging <br>","year":2025,"lang":"en","type":"article","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":"University of British Columbia","funders":"","keywords":"Computer science; Telecommunications; Computer network","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001064442,0.0001480389,0.0002108548,0.00005168577,0.0004082904,0.00008882864,0.0004202445,0.00004544465,0.00004150745],"category_scores_gemma":[0.00000547023,0.0001117513,0.0001655355,0.0003808702,0.0001105981,0.0001235772,0.00005748655,0.001279263,0.0000110118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878901,"about_ca_system_score_gemma":0.001861638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006339838,"about_ca_topic_score_gemma":0.0001344739,"domain_scores_codex":[0.9979504,0.000087972,0.0003668301,0.0001470287,0.0001869592,0.001260814],"domain_scores_gemma":[0.9993264,0.0000717161,0.000236923,0.0002006158,0.0001254586,0.00003887115],"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":[0.000008939376,0.00002592317,0.009075226,0.000003699404,0.0001943359,2.005411e-7,0.00005592091,0.008248447,0.0001825426,0.9799524,0.00008779992,0.002164588],"study_design_scores_gemma":[0.0003041045,0.00004633513,0.003395862,0.00006640913,0.00004359199,0.000003827826,0.001569161,0.003861858,0.000009021973,0.98879,0.001781838,0.000128008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402807,0.001999908,0.01397632,0.00177471,0.0003775378,0.0001961628,0.000007351854,0.00001986576,0.04136744],"genre_scores_gemma":[0.996717,0.0004199199,0.00004328156,0.00009259387,0.0001162096,0.000006151832,0.000005087726,0.00001086937,0.002588822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05643636,"threshold_uncertainty_score":0.5557832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005236137938592607,"score_gpt":0.2600545871100102,"score_spread":0.2548184491714175,"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."}}