{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001567098,0.0002489157,0.0002423668,0.002391755,0.0004809918,0.002197347,0.0002081239,0.0002936638,0.003088784],"category_scores_gemma":[0.02104505,0.0000966131,0.0001850249,0.001187925,0.001200632,0.001763062,0.001069546,0.0004094824,0.0002389813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005629631,"about_ca_system_score_gemma":0.00016961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00086038,"about_ca_topic_score_gemma":0.000931115,"domain_scores_codex":[0.9978082,0.001027579,0.0002159464,0.0001880263,0.0006781678,0.000082247],"domain_scores_gemma":[0.9786174,0.01327604,0.004370424,0.00111884,0.002207697,0.0004095636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002797726,0.0003413646,0.4208041,0.001196617,0.0002856404,0.002248933,0.2911402,0.002147567,0.071609,0.02283647,0.001210413,0.1833819],"study_design_scores_gemma":[0.00004863976,0.0007460807,0.9114749,0.0001436094,0.00008062721,0.001349078,0.05524419,0.003231348,0.009579542,0.009251024,0.008757554,0.00009333566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989491,0.0001957651,0.001055492,0.00008603636,0.000008564256,0.00001777555,0.00006617316,0.00001063157,0.009068486],"genre_scores_gemma":[0.9991722,0.00004173292,0.000317734,0.000007002482,0.00001031717,0.000006703509,0.00005044947,0.000004991712,0.0003889377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003088784,"threshold_uncertainty_score":0.010333,"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."}}