{"id":"W4287455949","doi":"10.5040/9781350217591","title":"Gender Diversity and Sexuality in English Language Education","year":2022,"lang":"en","type":"book","venue":"Bloomsbury Publishing Plc eBooks","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Human sexuality; Gender studies; Sociology; Pedagogy; Curriculum; Gender diversity; Interdependence; Queer theory; Queer; Heteronormativity; Citizenship; Social science; Political science; Anthropology","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"],"consensus_categories":[],"category_scores_codex":[0.003086108,0.0003521978,0.0004791101,0.0004038683,0.002476356,0.0007803548,0.001131134,0.0003712679,0.000621937],"category_scores_gemma":[0.001713814,0.0004300888,0.000107723,0.0001445076,0.0004607316,0.0007951149,0.004400232,0.001532967,0.000004021847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293455,"about_ca_system_score_gemma":0.002005307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009120258,"about_ca_topic_score_gemma":0.008121561,"domain_scores_codex":[0.9963166,0.0006312473,0.0003904556,0.0008283522,0.00120475,0.0006285926],"domain_scores_gemma":[0.9983337,0.0003717248,0.0003067695,0.0005766606,0.0001822962,0.0002288563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001190718,0.0001042509,0.006256199,0.0001758715,0.0001047232,0.00009122557,0.7190279,8.224098e-7,8.146916e-7,0.03853824,0.2117787,0.02390926],"study_design_scores_gemma":[0.0002627073,0.00001628244,0.001270565,0.00004229555,0.00007584987,0.000003284542,0.1592612,4.906153e-7,8.041023e-7,0.006382434,0.8321704,0.0005136502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02299691,0.003547788,0.00000229283,0.0002252787,0.002744995,0.0006753459,0.00009564532,0.0003047845,0.969407],"genre_scores_gemma":[0.07020798,0.0001317367,0.0001792694,0.001131549,0.002121929,0.0000898335,0.0001990155,0.00006536292,0.9258733],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6203917,"threshold_uncertainty_score":0.9998151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03902049678776743,"score_gpt":0.2929989018578772,"score_spread":0.2539784050701098,"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."}}