{"id":"W4322747517","doi":"10.21608/jsb.2023.185880.1549","title":"التوظیف السیاسی لخطاب الكراهیة فی تغطیة الریاضة: دراسة حالة لكأس العالم بقطر 2022","year":2023,"lang":"ar","type":"article","venue":"مجلة البحوث الإعلامیة","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002629414,0.001603204,0.001513453,0.00153512,0.001946713,0.001665541,0.004023309,0.001060134,0.002088255],"category_scores_gemma":[0.000448377,0.001719257,0.001061346,0.007384396,0.0004977341,0.001747225,0.002214955,0.002249582,0.06417505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000560003,"about_ca_system_score_gemma":0.0007988043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007348383,"about_ca_topic_score_gemma":0.0002061659,"domain_scores_codex":[0.9877589,0.0006072797,0.001853774,0.003402335,0.00273549,0.003642189],"domain_scores_gemma":[0.9929219,0.0004260728,0.0007865003,0.003892045,0.000570973,0.001402476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005282465,0.001545933,0.004301778,0.001020971,0.001237712,0.004241859,0.0100997,0.002606626,0.02182996,0.0371971,0.511167,0.4042231],"study_design_scores_gemma":[0.003410607,0.001512833,0.0109048,0.0006429652,0.0003355731,0.0004271799,0.001087686,0.08284288,0.01676235,0.006623096,0.8715962,0.003853882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6519803,0.009100862,0.02623891,0.03718295,0.0664276,0.006174302,0.0007000468,0.01557225,0.1866228],"genre_scores_gemma":[0.8818927,0.002598228,0.003751787,0.003526274,0.005170204,0.0003694626,0.000271635,0.0004714107,0.1019483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4003692,"threshold_uncertainty_score":0.9996716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01722232065524097,"score_gpt":0.2440920567667327,"score_spread":0.2268697361114917,"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."}}