{"id":"W4408914142","doi":"10.1080/14681811.2025.2481114","title":"“We learn after freaking out”: teachers’ responses to transgender students in Brazilian high schools","year":2025,"lang":"en","type":"article","venue":"Sex Education","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Transgender; Psychology; Sexual identity; Pedagogy; Mathematics education; Human sexuality; Medical education; Sociology; Medicine; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004201401,0.0001395178,0.000159709,0.00055445,0.00009303766,0.00008794618,0.0002688066,0.0001557631,0.0005847682],"category_scores_gemma":[0.00007690538,0.0001539159,0.00004406761,0.0003815386,0.00002069392,0.0001191592,0.00002897974,0.0003253762,0.0009818294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002702642,"about_ca_system_score_gemma":0.000478607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01005844,"about_ca_topic_score_gemma":0.004272144,"domain_scores_codex":[0.9984058,0.0003965748,0.0003058788,0.0003732649,0.0001730699,0.0003453946],"domain_scores_gemma":[0.9993082,0.0000713758,0.00004638772,0.0004155123,0.00004187278,0.0001166944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001400101,0.0004921295,0.8833453,0.00008866561,0.00002864298,0.000002057132,0.05233059,0.000001031801,0.00006944669,0.0007804816,0.028783,0.03393862],"study_design_scores_gemma":[0.0004028581,0.00003940633,0.9609719,0.00005458683,0.00002477958,0.000001037108,0.005742059,1.171034e-7,0.0000166206,0.001550925,0.03106547,0.0001302242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620822,0.0005768809,0.00005886626,0.01928493,0.003028965,0.0005052013,0.000008038476,0.00004732462,0.01440757],"genre_scores_gemma":[0.821165,0.00003892907,0.00007757435,0.003028323,0.0003291094,0.0002081095,0.00001038887,0.00001713434,0.1751254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1607178,"threshold_uncertainty_score":0.999796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03367511919104359,"score_gpt":0.4440439839663136,"score_spread":0.41036886477527,"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."}}