A PHP Error was encountered

Severity: Warning

Message: file_get_contents(https://...@pubfacts.com&api_key=b8daa3ad693db53b1410957c26c9a51b4908&a=1): Failed to open stream: HTTP request failed! HTTP/1.1 429 Too Many Requests

Filename: helpers/my_audit_helper.php

Line Number: 176

Backtrace:

File: /var/www/html/application/helpers/my_audit_helper.php
Line: 176
Function: file_get_contents

File: /var/www/html/application/helpers/my_audit_helper.php
Line: 250
Function: simplexml_load_file_from_url

File: /var/www/html/application/helpers/my_audit_helper.php
Line: 3122
Function: getPubMedXML

File: /var/www/html/application/controllers/Detail.php
Line: 575
Function: pubMedSearch_Global

File: /var/www/html/application/controllers/Detail.php
Line: 489
Function: pubMedGetRelatedKeyword

File: /var/www/html/index.php
Line: 316
Function: require_once

Voice processing for COVID-19 scanning and prognostic indicator. | LitMetric

COVID-19 pandemic has posed serious risk of contagion to humans. There is a need to find reliable non-contact tests like vocal correlates of COVID-19 infection. Thirty-six Asian ethnic volunteers 16 (8M & 8F) infected subjects and 20 (10M &10F) non-infected controls participated in this study by vocalizing vowels /a/, /e/, /i/, /o/, /u/. Voice correlates of 16 COVID-19 positive patients were compared during infection and after recovery with 20 non-infected controls. Compared to non-infected controls, significantly higher values of energy intensity for /o/ ( = 0.048); formant F1 for /o/ ( = 0.014); and formant F3 for /u/ ( = 0.032) were observed in male patients, while higher values of Jitter (local, abs) for /o/ ( = 0.021) and Jitter (ppq5) for /a/ ( = 0.014) were observed in female patients. However, formant F2 for /u/ ( = 0.018), mean pitch F0 for /e/, /i/ and /o/ ( = 0.033; 0.036; 0.047) decreased for female patients under infection. Compared to recovered conditions, HNR for /e/ ( = 0.014) was higher in male patients under infection, while Jitter (rap) for /a/ ( = 0.041); Jitter (ppq5) for /a/ ( = 0.032); Shimmer (local, dB) for /i/ ( = 0.024); Shimmer (apq5) for /u/ ( = 0.019); and formant F4 for vowel /o/ ( = 0.022) were higher in female patients under infection. However, HNR for /e/ ( = 0.041); and formant F1 for /o/ ( = 0.002) were lower in female patients compared to their recovered conditions. Obtained results support the hypothesis since changes in voice parameters were observed in the infected patients which can be correlated to a combination of acoustic measures like fundamental frequency, formant characteristics, HNR, and voice perturbations like jitter and shimmer for different vowels. Thus, voice analysis can be used for scanning and prognosis of COVID-19 infection. Based on the findings of this study, a mobile application can be developed to analyze human voice in real-time to detect COVID-19 symptoms for remedial measures and necessary action.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8491927PMC
http://dx.doi.org/10.1016/j.heliyon.2021.e08134DOI Listing

Publication Analysis

Top Keywords

female patients
16
non-infected controls
12
patients infection
12
correlates covid-19
8
covid-19 infection
8
/e/ /i/
8
/i/ /o/
8
patients
8
patients compared
8
higher values
8

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!