{"id":"W4280639420","doi":"10.16995/dscn.8097","title":"Style and Rhetoric of Spanish Politics on Twitter","year":2022,"lang":"en","type":"article","venue":"Digital Studies / Le champ numérique","topic":"Social Media and Politics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Rhetorical question; Ideology; Rhetoric; Politics; Style (visual arts); Feminism; Context (archaeology); Sentiment analysis; Sociology; Political science; Linguistics; Gender studies; Law; Computer science; Artificial intelligence; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001575458,0.0001091807,0.0002336814,0.00004776855,0.0006820894,0.00004098338,0.0001366394,0.00004343253,0.00002298985],"category_scores_gemma":[0.0004501037,0.0001131368,0.00006263003,0.0001943273,0.0004512412,0.000100037,0.0001845717,0.0001469215,0.00000552106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001705962,"about_ca_system_score_gemma":0.0001297146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005958186,"about_ca_topic_score_gemma":0.00008483726,"domain_scores_codex":[0.9988444,0.0001089936,0.0001759182,0.0001679795,0.0003634676,0.0003391679],"domain_scores_gemma":[0.9991939,0.0004200973,0.00008286721,0.0001044363,0.00009355965,0.0001051431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001006705,0.0001339548,0.01035888,0.00002838281,0.0000781533,0.00001018036,0.9547876,0.000002466337,0.00001306249,0.0273781,0.006394132,0.0008050256],"study_design_scores_gemma":[0.0001624671,0.0001238959,0.0003192586,0.000007867072,2.166941e-7,9.465437e-7,0.7681021,6.485616e-7,0.0001099109,0.01536491,0.2156964,0.0001113957],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402996,0.0005130132,0.000004881282,0.003144602,0.000679513,0.0001705425,0.00008025712,0.00004309088,0.05506452],"genre_scores_gemma":[0.9960962,0.0002450987,0.000002277972,0.0005944877,0.0004524282,0.00004331397,0.000006175076,0.00001393842,0.002546089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2093022,"threshold_uncertainty_score":0.5246149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0442642528943526,"score_gpt":0.3154785084877102,"score_spread":0.2712142555933576,"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."}}