{"id":"W4380631568","doi":"10.6000/1929-4409.2020.09.231","title":"Semiotic Discourse of the Socio-Political Sphere of the Modern Russian Society: Challenges of Multimodality","year":2022,"lang":"en","type":"article","venue":"International Journal of Criminology and Sociology","topic":"Language, Communication, and Linguistic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Semiotics; Politics; Multimodality; Meaning (existential); Sign (mathematics); Sociology; Civil discourse; Social science; Political communication; Public sphere; Linguistics; Epistemology; Discourse analysis; Political science; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008319363,0.00006083861,0.0002478127,0.00002120788,0.000368992,0.000002481413,0.0008252864,0.00009782369,0.00006665424],"category_scores_gemma":[0.0007136959,0.00003776601,0.0002196225,0.00001350083,0.004122298,0.00002512189,0.0003310361,0.000334987,7.805634e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007277756,"about_ca_system_score_gemma":0.0003485267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000553611,"about_ca_topic_score_gemma":0.00007956104,"domain_scores_codex":[0.9982737,0.0008399078,0.0003821497,0.00007321427,0.0002944045,0.0001366141],"domain_scores_gemma":[0.9981644,0.0008043935,0.0005717187,0.000144557,0.0002909501,0.00002399628],"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":[0.00002981187,0.0001188763,0.01796276,0.00001255972,0.0002907636,9.242382e-7,0.1413448,0.00002174207,0.00007595157,0.8389986,0.00006940041,0.001073797],"study_design_scores_gemma":[0.0005738898,0.00009539101,0.1701759,0.00002949802,0.000130391,0.00002349253,0.1183238,0.00005547753,0.000112133,0.7096654,0.0007506659,0.00006400342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608194,0.003212354,0.00003867266,0.03200562,0.0008318611,0.00005535559,0.00002205135,0.000002188797,0.00301249],"genre_scores_gemma":[0.9987636,0.0006259067,0.0001220305,0.0002300383,0.0001733669,0.000002087232,5.378069e-7,0.000003177274,0.00007928116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522131,"threshold_uncertainty_score":0.9985879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07974679253204023,"score_gpt":0.3827251127390708,"score_spread":0.3029783202070305,"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."}}