{"id":"W7124167281","doi":"10.65109/erji4282","title":"The Echo Chamber: Strategic Voting and Homophily in Social Networks","year":2016,"lang":"","type":"article","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Homophily; Voting; Echo (communications protocol); Politics; Phenomenon; Outcome (game theory); Cardinal voting systems; Bullet voting","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":[0.0004516682,0.0002381555,0.0002544875,0.00002773393,0.001018523,0.0003564509,0.0001616278,0.0001397071,0.00008478348],"category_scores_gemma":[0.000004499336,0.0001430113,0.0001126354,0.0001956664,0.0003412034,0.0001724593,0.0001551993,0.0002889628,0.00002099994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000476337,"about_ca_system_score_gemma":0.0001036515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000282457,"about_ca_topic_score_gemma":0.0002248332,"domain_scores_codex":[0.9983502,0.0001190017,0.0004401396,0.0003395942,0.0001376724,0.0006133931],"domain_scores_gemma":[0.999237,0.0002864961,0.0001769647,0.0001379471,0.0000635046,0.00009806319],"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":[0.00001581134,0.00004861708,0.0338377,0.000004517003,0.00004327642,0.000001685476,0.0004761399,0.00007732415,0.00003094644,0.8977843,0.00005223217,0.06762743],"study_design_scores_gemma":[0.007406313,0.0004188285,0.1823464,0.0007258253,0.00009891025,0.00000422936,0.02128996,0.317439,0.00002301521,0.4596747,0.007596695,0.002976122],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435085,0.000759071,0.004334485,0.006987592,0.0009165768,0.0005140174,0.00004155615,0.00002852814,0.04290969],"genre_scores_gemma":[0.996737,0.000416418,0.00001489514,0.00007515767,0.001302553,0.00001486628,0.000002163341,0.00001992817,0.00141701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4381096,"threshold_uncertainty_score":0.7833757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591982863629912,"score_gpt":0.2609917522630989,"score_spread":0.2450719236267998,"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."}}