1. A Comparison of an Artificial Intelligence Tool to Fundamental Frequency as an Outcome Measure in People Seeking a More Feminine Voice
- Author
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Jeremy Pinto, Joseph Chang, Mark S. Courey, Michael M. Johns, Yael Bensoussan, Sarah K. Brown, and Christopher Park
- Subjects
Male ,Transgender Persons ,Speech Acoustics ,Laryngoplasty ,030507 speech-language pathology & audiology ,03 medical and health sciences ,Sex Factors ,0302 clinical medicine ,Speech Production Measurement ,Artificial Intelligence ,Humans ,Medicine ,Spectral analysis ,CLIPS ,030223 otorhinolaryngology ,Retrospective Studies ,computer.programming_language ,Spontaneous speech ,business.industry ,Outcome measures ,Timbre Perception ,Treatment Outcome ,Otorhinolaryngology ,Cohort ,Voice ,Female voice ,Female ,Artificial intelligence ,0305 other medical science ,business ,computer ,Cohort study - Abstract
OBJECTIVES/HYPOTHESIS An artificial intelligence (AI) tool was developed using audio clips of cis-male and cis-female voices based on spectral analysis to assess %probability of a voice being perceived as female (%Prob♀). This program was validated with 92% accuracy in cisgender speakers. The aim of the study was to assess the relationship of fo on %Prob♀ by a validated AI tool in a cohort of trans females who underwent intervention to feminize their voice with behavioral modification and/or surgery. STUDY DESIGN Cohort study. METHODS Fundamental frequency (fo ) from prolonged vowel sounds (fo /a/) and fo from spontaneous speech (fo -sp) were measured using the Kay Pentax Computerized Speech Lab (Montvale, NJ) in trans females postintervention. The same voice samples were analyzed by the AI tool for %Prob♀. Chi-square analysis and regression models were performed accepting >50% Prob♀ as female voice. RESULTS Forty-two patients were available for analysis after intervention. fo -sp post-treatment was positively correlated with %Prob♀ (R = 0.645 [P 50% for the speech samples and fo -sp >160 Hz (P 160 Hz. Of these, the AI program only perceived nine patients as female (>50 %Prob♀). CONCLUSION Patients with fo -sp >160 Hz after feminization treatments are not necessarily perceived as having a high probability of being female by a validated AI tool. AI may represent a useful outcome measurement tool for patients undergoing gender affirming voice care. LEVEL OF EVIDENCE 3 Laryngoscope, 131:2567-2571, 2021.
- Published
- 2021
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