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Validity of Off-the-Shelf Automatic Speech Recognition for Assessing Speech Intelligibility and Speech Severity in Speakers With Amyotrophic Lateral Sclerosis.

Sarah E GutzKaila L StipancicYana YunusovaJames D BerryJordan R Green
Published in: Journal of speech, language, and hearing research : JSLHR (2022)
Results indicated that the OTS ASR system was inadequate for early detection of speech impairment and grading overall speech severity. While Machine and Human WRR were correlated, ASR should not be used as a one-to-one proxy for transcription speech intelligibility or clinician severity ratings. Overall, findings suggested that the tested OTS ASR system, Google Cloud ASR, has limited utility for grading clinical speech impairment in speakers with ALS.
Keyphrases
  • amyotrophic lateral sclerosis
  • hearing loss
  • endothelial cells
  • deep learning
  • machine learning