{"id":"W3165243808","doi":"10.1002/symb.560","title":"Tiny Publics and Democratic Politics","year":2021,"lang":"en","type":"article","venue":"Symbolic Interaction","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Publics; Politics; Citation; Democracy; Inclusion (mineral); Library science; Media studies; Sociology; Computer science; Political science; Law; Social science","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":[0.0001063039,0.00005958481,0.00009394184,0.00004238239,0.000357744,0.0001203395,0.00004814698,0.0000913555,0.0002421962],"category_scores_gemma":[0.00101212,0.00006643894,0.00003305778,0.0001577723,0.0001114455,0.0002087369,0.00002196167,0.0001397333,0.00005651013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001024863,"about_ca_system_score_gemma":0.0002488836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001291421,"about_ca_topic_score_gemma":0.0006373719,"domain_scores_codex":[0.9991677,0.0001608929,0.0001238402,0.000114415,0.000174588,0.0002585477],"domain_scores_gemma":[0.999337,0.0002285731,0.0000427909,0.00008202258,0.0001665601,0.0001431153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003517179,0.00008258272,0.01992156,0.00003135391,0.00004343487,0.00002125745,0.08642334,5.125718e-7,0.0009972851,0.8672489,0.01011502,0.01511127],"study_design_scores_gemma":[0.0002495022,0.00002780656,0.005086165,0.00004518066,0.00005092764,0.00003122509,0.1270347,0.00009282984,0.003460865,0.07399377,0.7896747,0.0002523296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8561237,0.00008329705,0.0000550872,0.006141014,0.002261286,0.00006764291,0.000003299007,0.00006304197,0.1352017],"genre_scores_gemma":[0.9912727,0.0001240653,0.0001385258,0.001016058,0.001377408,0.000006342141,0.000008102144,0.000007766138,0.006048983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7932551,"threshold_uncertainty_score":0.2751514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02788657305467861,"score_gpt":0.3488191937084311,"score_spread":0.3209326206537525,"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."}}