{"id":"W2903190408","doi":"10.1016/j.jvoice.2018.10.002","title":"Acoustic Predictors of Gender Attribution, Masculinity–Femininity, and Vocal Naturalness Ratings Amongst Transgender and Cisgender Speakers","year":2018,"lang":"en","type":"article","venue":"Journal of Voice","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Glenrose Rehabilitation Hospital; University of Alberta Hospital; University of Alberta; MacEwan University; Alberta Health Services","funders":"Social Sciences and Humanities Research Council of Canada; Alberta Innovates","keywords":"Naturalness; Transgender; Femininity; Psychology; Masculinity; Attribution; Audiology; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006623749,0.0001970599,0.0005047151,0.0001829492,0.0001105391,0.00002416561,0.0001022596,0.0001841395,0.00008422395],"category_scores_gemma":[0.0002925852,0.0001519887,0.000133507,0.0002368639,0.000459722,0.0002621892,0.00003629504,0.0004716007,0.000003524788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003552502,"about_ca_system_score_gemma":0.0001820935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001622404,"about_ca_topic_score_gemma":0.00002323487,"domain_scores_codex":[0.9982951,0.00007048047,0.0006460081,0.0001958011,0.0005300884,0.0002625209],"domain_scores_gemma":[0.9983621,0.000139185,0.0003748813,0.0001536607,0.0006878618,0.0002823092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002964548,0.001028141,0.8675871,0.001756206,0.002744728,0.0002972225,0.02769985,0.00005619047,0.06311311,0.0001797308,0.02538212,0.007191057],"study_design_scores_gemma":[0.008821201,0.002552327,0.9589213,0.0003138043,0.001303296,0.00245949,0.01329304,0.0005020659,0.006879548,0.0003818156,0.004140429,0.0004316626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929215,0.001075434,0.003685015,0.001047864,0.000414961,0.0001766247,0.00001224788,0.00001357063,0.0006527413],"genre_scores_gemma":[0.9977065,0.0003758757,0.0007606859,0.0004179172,0.0005812809,0.00000103677,0.000004661541,0.00002142145,0.0001305913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09133423,"threshold_uncertainty_score":0.6197918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02578110404047398,"score_gpt":0.2879967029084062,"score_spread":0.2622155988679322,"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."}}