{"id":"W2024899098","doi":"10.4000/civilisations.475","title":"Audience-Based Research in the Era of Democratization","year":2006,"lang":"en","type":"article","venue":"Civilisations","topic":"Music History and Culture","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Representativeness heuristic; Democratization; Active listening; Public relations; Political science; Politics; Sociology; Negotiation; Representation (politics); Media studies; Democracy; Social science; Psychology; Social psychology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035712,0.00003104684,0.00004037804,0.00005201109,0.0004044428,0.00003098937,0.00009899287,0.00001658131,0.002189016],"category_scores_gemma":[0.00002653385,0.00002101585,0.00001951974,0.0001128795,0.0002614036,0.00007728545,0.000003726903,0.0001225339,0.00001777706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000191869,"about_ca_system_score_gemma":0.00004722918,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002908981,"about_ca_topic_score_gemma":0.02799201,"domain_scores_codex":[0.999464,0.0001151492,0.0001144012,0.00006493191,0.0001620058,0.0000794771],"domain_scores_gemma":[0.9996338,0.0001099461,0.00002612448,0.0001172522,0.0001066885,0.000006180181],"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":[0.00000208773,0.00009782601,0.0004443538,0.00001145777,8.912712e-7,5.859249e-7,0.04551135,0.0004067532,0.0001087778,0.8486982,0.1044449,0.0002727775],"study_design_scores_gemma":[0.0002781886,0.00004111464,0.008565574,0.00006711754,0.000008011272,3.908777e-7,0.01587756,0.0008727148,0.0001217389,0.04960852,0.9244564,0.0001026387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2045524,0.0001662671,0.000222316,0.003097124,0.0001763178,0.0002603702,0.00001988129,0.00001959798,0.7914858],"genre_scores_gemma":[0.9964218,5.814816e-7,0.00002363943,0.0001308199,0.0002023703,0.00003153883,0.00003105268,0.000002234646,0.003156032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8200115,"threshold_uncertainty_score":0.9987231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1466579647377889,"score_gpt":0.2911903724319883,"score_spread":0.1445324076941993,"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."}}