{"id":"W2554115623","doi":"10.16997/jdd.256","title":"When is Deliberation Democratic?","year":2016,"lang":"en","type":"article","venue":"Journal of Deliberative Democracy","topic":"Social Media and Politics","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Deliberation; Deliberative democracy; Democracy; Political science; Voting; Framing (construction); Politics; Context (archaeology); Sociology; Law and economics; Equity (law); Public relations; Public administration; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006246822,0.0001423139,0.0002940575,0.0001341616,0.0005454719,0.00009894711,0.0002843589,0.0001468534,0.0009442171],"category_scores_gemma":[0.001670106,0.00009441122,0.0001855427,0.0001768846,0.0002853434,0.001033413,0.0000227863,0.0001857806,0.0001100778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313743,"about_ca_system_score_gemma":0.0007011942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000557445,"about_ca_topic_score_gemma":0.00007401226,"domain_scores_codex":[0.9976764,0.0004918705,0.0006254598,0.0001289325,0.0007091456,0.0003681362],"domain_scores_gemma":[0.9969777,0.0009159637,0.0005092467,0.0001212366,0.00115081,0.000325065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001539969,0.0002368442,0.0241339,0.00001313661,0.0003080687,0.00009450253,0.2029842,0.000001583066,0.01025094,0.0529728,0.4854234,0.2234265],"study_design_scores_gemma":[0.00157179,0.0003136345,0.001754722,0.0001600543,0.0001194726,0.00003325831,0.00774748,0.00001059865,0.01460749,0.744151,0.2291724,0.0003580487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8319605,0.0003783449,0.01979179,0.1300694,0.002468346,0.0003076796,0.00001859709,0.00004659612,0.01495871],"genre_scores_gemma":[0.9807531,0.0004531828,0.005935294,0.003734642,0.002965925,0.000004033801,6.131004e-7,0.00002170484,0.006131455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6911782,"threshold_uncertainty_score":0.9999691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0299422865835419,"score_gpt":0.3311247084832722,"score_spread":0.3011824218997303,"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."}}