{"id":"W4408907374","doi":"10.5539/elt.v18n4p69","title":"Disability Representation in Saudi English Language Textbooks","year":2025,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Linguistics; Representation (politics); Language assessment; Mathematics education","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":[0.001262002,0.0002193692,0.0002048461,0.001682599,0.001112033,0.002472509,0.0004416655,0.0003661175,0.002973632],"category_scores_gemma":[0.006226545,0.0001139798,0.0001365901,0.001192713,0.001357769,0.001368897,0.001804529,0.000387185,0.0002940788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001946564,"about_ca_system_score_gemma":0.00161056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008061648,"about_ca_topic_score_gemma":0.01303858,"domain_scores_codex":[0.9985851,0.0006444487,0.0001258697,0.00008420789,0.0004238952,0.000136532],"domain_scores_gemma":[0.996583,0.001230955,0.001127785,0.00009514167,0.0007356163,0.0002274462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001227257,0.0001244254,0.1428877,0.001174758,0.0000246669,0.002737458,0.7271221,0.0001840569,0.004619615,0.004276503,0.002487405,0.1142386],"study_design_scores_gemma":[0.000009825569,0.0001393513,0.1526017,0.001215267,0.00003489878,0.001838821,0.7851104,0.0002175733,0.001484507,0.0006845695,0.05662287,0.00004025115],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993722,0.0009236202,0.0001564591,0.0004550512,0.00001718386,0.00001768175,0.00005934474,0.000004643278,0.0046439],"genre_scores_gemma":[0.9970215,0.001041572,0.0001905174,0.0001382018,0.000008115529,0.00001291955,0.00005002487,0.000003248369,0.001533879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008061648,"threshold_uncertainty_score":0.01602942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166123960738106,"score_gpt":0.3553563523773215,"score_spread":0.338743956303511,"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."}}