{"id":"W4391245521","doi":"","title":"In the image of deliberative democracy: what is ‘discursive’ public speaking in the digital era?","year":2023,"lang":"pl","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association for Canadian and Québec Literatures","funders":"","keywords":"Democracy; Deliberative democracy; Political science; Image (mathematics); Computer science; Media studies; Sociology; Computer vision; Politics; 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":[],"consensus_categories":[],"category_scores_codex":[0.01291968,0.0004842833,0.0007059352,0.002966708,0.009215498,0.02705086,0.001701449,0.006461248,0.009082192],"category_scores_gemma":[0.03188755,0.000306715,0.0003598399,0.003665392,0.0652677,0.01967936,0.007863203,0.008869133,0.001373407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005780709,"about_ca_system_score_gemma":0.004181219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650994,"about_ca_topic_score_gemma":0.001450846,"domain_scores_codex":[0.9850435,0.009688899,0.0003232187,0.001151631,0.002548627,0.001244039],"domain_scores_gemma":[0.9757994,0.01603683,0.002317492,0.001880664,0.001766391,0.002199152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007705378,0.00003728746,0.00134308,0.0001297128,0.00001186929,0.0001011055,0.1770461,0.00008081676,0.0002858806,0.7958736,0.00994232,0.0150711],"study_design_scores_gemma":[0.00004502356,0.00005958846,0.005002638,0.0004522761,0.00002178509,0.0002351023,0.1402781,0.0003886256,0.0005762053,0.5755143,0.2773802,0.00004617727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09166733,0.006511221,0.007110684,0.37436,0.002246807,0.00003003353,0.0001242078,0.00008848672,0.5178612],"genre_scores_gemma":[0.9818989,0.001159619,0.0003663921,0.007676052,0.001647622,0.00003400368,0.0000344552,0.00009755666,0.007085394],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02705086,"threshold_uncertainty_score":0.06832659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02654762179446046,"score_gpt":0.2881856699309511,"score_spread":0.2616380481364907,"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."}}