{"id":"W4313469559","doi":"10.5539/ass.v19n1p1","title":"Readability and Simplicity of Arabic Political Discourse","year":2023,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Text Readability and Simplification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Readability; Simplicity; Presidency; Arabic; Politics; Political science; Media studies; Linguistics; Law; Sociology; Epistemology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001072636,0.00007064518,0.0001269458,0.0000854584,0.0003677406,0.00008596484,0.0007069306,0.00004577007,0.000002865982],"category_scores_gemma":[0.0003024553,0.00006304494,0.00003649111,0.001586975,0.001736019,0.0005878538,0.0002935952,0.00008245501,0.00001399147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006573326,"about_ca_system_score_gemma":0.0001847573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009606832,"about_ca_topic_score_gemma":0.00001198019,"domain_scores_codex":[0.9985172,0.00005701037,0.0001816919,0.000412607,0.0004277046,0.0004038324],"domain_scores_gemma":[0.9992447,0.00009225869,0.00005570031,0.0003578531,0.00009723228,0.0001522585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000114911,0.00002898179,0.004735489,0.000008681194,8.563761e-7,5.271061e-7,0.001453715,1.015186e-7,0.002547828,0.8206002,0.00003715387,0.1705853],"study_design_scores_gemma":[0.00003773411,0.00002547154,0.8781725,0.000002677842,0.000001802358,0.000001959898,0.0006755476,0.0005391806,0.001807915,0.1185369,0.0001180382,0.00008030378],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158207,0.000004778747,0.01923336,0.01555522,0.0001411692,0.0002035639,0.00001062485,0.0002262436,0.04880438],"genre_scores_gemma":[0.9990927,8.290908e-7,0.0007621332,0.00007179532,0.00003506798,0.000005193984,7.632491e-7,0.000001988038,0.00002955376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.873437,"threshold_uncertainty_score":0.6396434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02289658032175906,"score_gpt":0.3248640184077942,"score_spread":0.3019674380860351,"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."}}