{"id":"W2921374367","doi":"10.5539/elt.v12n4p96","title":"Gender Role in Saudi Arabian Female High School English Textbooks Traveller 1 and Traveller 2","year":2019,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gender bias; Psychology; Male gender; Contrast (vision); Developmental psychology; Gender studies; Social psychology; Sociology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002095723,0.000331617,0.0004419962,0.0002252952,0.0005225613,0.0002123736,0.0004868743,0.0002744085,0.001804397],"category_scores_gemma":[0.001941212,0.0003355394,0.0001027678,0.0002151419,0.0001873951,0.0004085762,0.0002174112,0.001149266,0.0001013302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340887,"about_ca_system_score_gemma":0.0001162103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00447064,"about_ca_topic_score_gemma":0.003470886,"domain_scores_codex":[0.9967639,0.0006471844,0.0003947474,0.0007109537,0.0005919009,0.0008913056],"domain_scores_gemma":[0.998728,0.0003039514,0.0001213753,0.0005051304,0.00006584561,0.0002756728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001360276,0.00006631195,0.03684303,0.00003119764,0.00004453793,0.00004157875,0.9493424,0.00001861096,0.0004876804,0.00451019,0.0003677901,0.008233072],"study_design_scores_gemma":[0.001212155,0.00003961462,0.02356153,0.00006373008,0.00002439297,0.00000166913,0.9561764,0.00003103481,0.0001498723,0.0002633627,0.01789379,0.0005824199],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6748403,0.001377368,0.00003018467,0.00005048691,0.0008602576,0.0004433215,0.000008018283,0.0002087238,0.3221813],"genre_scores_gemma":[0.988786,0.00004797925,0.001174934,0.0003514138,0.001428609,0.00003233038,0.00001229626,0.0000583699,0.008108059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3140732,"threshold_uncertainty_score":0.9999096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104887634303495,"score_gpt":0.2642322025314691,"score_spread":0.2531833261884341,"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."}}