{"id":"W4289260846","doi":"10.5430/jct.v11n5p175","title":"Analysis of Gender Representation in English Language Learning Materials: The Case of Grade Ten Textbook in Ethiopia","year":2022,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pronoun; Noun; Representation (politics); Linguistics; Visibility; Test (biology); Proper noun; Psychology; Geography; 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":[0.000925142,0.0001788609,0.0002181909,0.001992197,0.001172413,0.001741874,0.0004114314,0.0003191777,0.002766372],"category_scores_gemma":[0.003654547,0.0001425559,0.0001293278,0.001540539,0.000898372,0.0007083616,0.0008313765,0.0002608126,0.0003651832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001700967,"about_ca_system_score_gemma":0.001120647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005375996,"about_ca_topic_score_gemma":0.01268391,"domain_scores_codex":[0.9988637,0.0004752114,0.00008210646,0.0001176374,0.0002877966,0.0001735305],"domain_scores_gemma":[0.997438,0.001413155,0.0004600861,0.00009726034,0.0004332579,0.0001583275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002829814,0.0003079997,0.3940631,0.0006312714,0.00002415557,0.02616176,0.4498152,0.0002124172,0.01730683,0.005588716,0.001402437,0.1042031],"study_design_scores_gemma":[0.000004931863,0.0002648582,0.3650961,0.000304738,0.00002713552,0.005548868,0.5978998,0.0003693133,0.006305929,0.0005870702,0.02356428,0.00002699755],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970468,0.0001258193,0.0002431876,0.00007039144,0.000004778617,0.00001026399,0.0000520812,0.000003068493,0.002443718],"genre_scores_gemma":[0.996981,0.0001681442,0.0004239167,0.00002454948,0.000003257705,0.000008501664,0.00005657183,0.000004897609,0.002329218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005375996,"threshold_uncertainty_score":0.01234144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297633260158879,"score_gpt":0.3477297188197376,"score_spread":0.3247533862181489,"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."}}