{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001108702,0.00120861,0.001615339,0.004194774,0.001590704,0.007432417,0.002083759,0.003309831,0.3156974],"category_scores_gemma":[0.007357505,0.0006481082,0.0009294938,0.007282448,0.001164944,0.004591566,0.002583096,0.004153566,0.2822709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001927379,"about_ca_system_score_gemma":0.003493863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002641185,"about_ca_topic_score_gemma":0.005573016,"domain_scores_codex":[0.9977334,0.0002346752,0.0001288191,0.0002939512,0.001469537,0.0001396732],"domain_scores_gemma":[0.9967253,0.0007618885,0.0001922829,0.0002527899,0.001643213,0.0004245592],"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":[0.000007071334,0.00001515364,0.00002711704,0.0005240247,0.000004286388,0.00001401534,0.0000363158,0.00002549241,0.00009910503,0.002433283,0.921719,0.0750951],"study_design_scores_gemma":[0.000001501616,0.000003110198,0.00004323644,0.00031289,0.00000145141,0.00002117486,0.00001905707,0.00000350224,0.00001087247,0.0003377272,0.9992434,0.000002087125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002681628,0.4547802,0.0008985333,0.02888328,0.1026011,0.0001232724,0.001510459,0.0004468769,0.4104882],"genre_scores_gemma":[0.001721657,0.2707636,0.001072521,0.02292569,0.03253061,0.0001517048,0.00227115,0.0004151104,0.668148],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3156974,"threshold_uncertainty_score":0.9760746,"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."}}