{"id":"W4246755408","doi":"10.16997/jdd.384","title":"Book Reviews Volume 16, Issue 1","year":2020,"lang":"en","type":"article","venue":"Journal of Deliberative Democracy","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Deliberation; Scholarship; Democracy; Miller; Deliberative democracy; Politics; Field (mathematics); Sociology; Political science; 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":[0.0004767737,0.0001173605,0.0004127168,0.00004341775,0.0003746845,0.00008241808,0.0002920491,0.0000936929,0.003366883],"category_scores_gemma":[0.002951212,0.00009883444,0.0002224054,0.0002685029,0.0001819576,0.0005702847,0.00002403664,0.0003758997,0.0005442619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255575,"about_ca_system_score_gemma":0.0004003285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000508354,"about_ca_topic_score_gemma":0.00001639645,"domain_scores_codex":[0.9979566,0.0006270336,0.0005902552,0.0001017127,0.0004456505,0.0002787527],"domain_scores_gemma":[0.9982474,0.0002450063,0.0005123132,0.00006751193,0.0004419625,0.0004858145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001769407,0.0000259706,0.001642953,0.00001046339,0.00002914979,0.0000258878,0.04699252,0.000001175069,0.0001005605,0.0009504125,0.9415883,0.008614935],"study_design_scores_gemma":[0.0002452291,0.0001446952,0.0001354877,0.00003822125,0.00004506805,0.000004649379,0.005239703,0.00000889793,0.0002703928,0.002135363,0.9916228,0.0001095079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04596555,0.09402876,0.00594363,0.7510055,0.00567519,0.001170351,0.00002345287,0.00009976739,0.09608781],"genre_scores_gemma":[0.4340752,0.06151301,0.009946437,0.3632014,0.05866327,0.00002026819,0.000008098288,0.000115712,0.07245664],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3881096,"threshold_uncertainty_score":0.9975442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04359663490131852,"score_gpt":0.3490384361508882,"score_spread":0.3054418012495697,"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."}}