{"id":"W2911455787","doi":"10.16997/jdd.275","title":"Review of Deliberation across Deeply Divided Societies: Transformative Moments by Jürg Steiner, Maria Clara Jaramillo, Rousiley C. M. Maia, Simona Mameli (Cambridge U.K.: Cambridge University Press, 2017)","year":2017,"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":"Western University","funders":"","keywords":"Transformative learning; Deliberation; Sociology; Humanities; Philosophy; Political science; Law; Pedagogy","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001532351,0.0003501186,0.0009290247,0.00005766801,0.002297553,0.0002762619,0.001058318,0.0002974053,0.00003793872],"category_scores_gemma":[0.001282393,0.0003344035,0.0004997869,0.0001941264,0.0008494718,0.002698755,0.0001265033,0.0006628812,0.00001187854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004743981,"about_ca_system_score_gemma":0.0007176933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362226,"about_ca_topic_score_gemma":0.00008410047,"domain_scores_codex":[0.9958039,0.0009848317,0.001124932,0.0002727005,0.001134769,0.0006788939],"domain_scores_gemma":[0.9943771,0.0005083479,0.002336713,0.0003871276,0.001969972,0.000420674],"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":[0.0003053118,0.0004392926,0.003875123,0.001049617,0.0007412759,0.00007233403,0.03144498,0.00001442204,0.0008808443,0.005463669,0.9473855,0.008327615],"study_design_scores_gemma":[0.01006066,0.001508345,0.02168271,0.009968066,0.001591219,0.00005718082,0.06826728,0.000357178,0.007834337,0.001827613,0.8746624,0.002183013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9042925,0.03422527,0.005128196,0.02392306,0.00311882,0.002234618,0.001947177,0.00007428059,0.0250561],"genre_scores_gemma":[0.7987961,0.1856491,0.001243508,0.003181379,0.001150709,0.000009693274,0.00008525216,0.0000617917,0.009822532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1514238,"threshold_uncertainty_score":0.9999108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032285348762659,"score_gpt":0.3360527838809305,"score_spread":0.3057299303933039,"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."}}