{"id":"W3168059216","doi":"10.3389/fpsyg.2021.622526","title":"Acoustic Measures of Brazilian Transgender Women's Voices: A Case–Control Study","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; Hospital de Clínicas de Porto Alegre; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação Instituto de Pesquisas Econômicas; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Fundamental frequency; Transgender; Phonation; Vowel; Audiology; Psychology; Standard deviation; Statistics; Mathematics; Acoustics; Medicine; Speech recognition; Physics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006741664,0.0005686423,0.0004788392,0.001541241,0.001045084,0.0004788995,0.000298038,0.0005352775,0.002351587],"category_scores_gemma":[0.001897592,0.0003268718,0.0003537595,0.0005141674,0.0006417182,0.000224251,0.0004987334,0.0002141422,0.0003600687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003097694,"about_ca_system_score_gemma":0.0002771888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004738093,"about_ca_topic_score_gemma":0.004582067,"domain_scores_codex":[0.9994841,0.0001111806,0.00005354731,0.0001821443,0.0001012334,0.00006781187],"domain_scores_gemma":[0.9993893,0.0001114611,0.0001983639,0.000100816,0.0001145431,0.0000855733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003185498,0.0004896578,0.9797987,0.0000833576,0.0000618339,0.004352999,0.002761015,0.0000165393,0.004277209,0.00011328,0.0001158229,0.007611048],"study_design_scores_gemma":[0.00003271093,0.001110545,0.9716632,0.00003776786,0.0001096205,0.02127529,0.00389372,0.0001093953,0.0005824757,0.00007888926,0.001092762,0.00001367456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990165,0.000247891,0.0001806332,0.00001688654,0.000006721931,0.00002804892,0.0000432833,0.000002380389,0.0004576909],"genre_scores_gemma":[0.9993229,0.0001906378,0.0001640626,0.00001895709,0.00001073865,0.00002765729,0.00007962799,0.000001576851,0.0001838002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004738093,"threshold_uncertainty_score":0.009421051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500676005508063,"score_gpt":0.3213829692202233,"score_spread":0.2963762091651427,"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."}}