{"id":"W3093209147","doi":"10.16997/jdd.395","title":"Participatory Deliberative Democracy in Complex Mass Societies","year":2020,"lang":"en","type":"article","venue":"Journal of Deliberative Democracy","topic":"Political Philosophy and Ethics","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Deference; Democracy; Deliberative democracy; Politics; Citizen journalism; Sociology; Corporate governance; Political science; Government (linguistics); Variety (cybernetics); Public administration; Political economy; Law and economics; Law; Economics; Management","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":[0.001578856,0.0002529441,0.0006207079,0.0001161483,0.0007691587,0.0001598619,0.0004971847,0.0002363131,0.0004506087],"category_scores_gemma":[0.002632034,0.0002276834,0.0002931943,0.0005545207,0.0008824081,0.001190133,0.00006426119,0.001286736,0.00009343652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002642154,"about_ca_system_score_gemma":0.0009025544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003856445,"about_ca_topic_score_gemma":0.00005426777,"domain_scores_codex":[0.9956881,0.001393046,0.001060553,0.0002548467,0.0009306365,0.0006728377],"domain_scores_gemma":[0.9966757,0.001138781,0.000507656,0.0001189741,0.0008496614,0.0007091989],"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":[0.0008413669,0.0007038944,0.01219918,0.0001305381,0.000506764,0.0007871732,0.328741,0.001523324,0.005369154,0.4971008,0.1479224,0.004174477],"study_design_scores_gemma":[0.001789415,0.0004781544,0.006504498,0.0001099722,0.00009753904,0.00001191364,0.01893379,0.001482392,0.001169606,0.9419308,0.02693314,0.0005587913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3190179,0.0009781803,0.008927939,0.6009626,0.000662494,0.0005844865,0.00004735771,0.00009837369,0.06872065],"genre_scores_gemma":[0.9770688,0.0002126119,0.00388325,0.01722262,0.001325339,0.000004377584,0.00000284906,0.00002403635,0.0002560627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.658051,"threshold_uncertainty_score":0.9284661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1875615503538444,"score_gpt":0.3899247675046263,"score_spread":0.2023632171507819,"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."}}