Limitations of the Cough Sound-Based COVID-19 Diagnosis Artificial Intelligence Model and its Future Direction: Longitudinal Observation Study

Limitations of the Cough Sound-Based COVID-19 Diagnosis Artificial Intelligence Model and its Future Direction: Longitudinal Observation Study

BackgroundThe outbreak of SARS-CoV-2 in 2019 has necessitated the rapid and accurate detection of COVID-19 to manage patients effectively and implement public health measures. Artificial intelligence (AI) models analyzing cough sounds have emerged as promising tools for large...

Full description

Bibliographic Details
Main Authors:	Jina Kim, Yong Sung Choi, Young Joo Lee, Seung Geun Yeo, Kyung Won Kim, Min Seo Kim, Masoud Rahmati, Dong Keon Yon, Jinseok Lee
Format:	Article
Language:	English
Published:	JMIR Publications 2024-02-01
Series:	Journal of Medical Internet Research
Online Access:	https://www.jmir.org/2024/1/e51640

Similar Items

Artificial Intelligence–Driven Respiratory Distress Syndrome Prediction for Very Low Birth Weight Infants: Korean Multicenter Prospective Cohort Study
by: Woocheol Jang, et al.
Published: (2023-07-01)

Diagnosis of Pneumonia by Cough Sounds Analyzed with Statistical Features and AI
by: Youngbeen Chung, et al.
Published: (2021-10-01)

The Impact of the COVID-19 Pandemic on Otitis Media
by: Soo-Young Choi, et al.
Published: (2022-11-01)

Cough Sound Analysis
by: Martinek Jozef, et al.
Published: (2013-03-01)

Vertigo and Dizziness After Coronavirus Disease-2019 Vaccination: A Nationwide Analysis
by: Sang Hoon Kim, et al.
Published: (2023-05-01)

Estimation of Cough Peak Flow Using Cough Sounds
by: Yasutaka Umayahara, et al.
Published: (2018-07-01)

COVID-19 Detection Model with Acoustic Features from Cough Sound and Its Application
by: Sera Kim, et al.
Published: (2023-02-01)

A longitudinal assessment of acute cough.
by: Lee, K, et al.
Published: (2013)

Comparing the Clinical Manifestations of Bell’s Palsy between Pre-COVID-19 Pandemic and COVID-19 Pandemic Periods
by: Gang Won Choi, et al.
Published: (2023-02-01)

A Mobile Cough Strength Evaluation Device Using Cough Sounds
by: Yasutaka Umayahara, et al.
Published: (2018-11-01)

National prevalence and trends in food labeling awareness, comprehension, usage, and COVID-19 pandemic-related factors in South Korea, 2014–2022
by: Yujin Choi, et al.
Published: (2024-01-01)

Revised Korean Cough Guidelines, 2020: Recommendations and Summary Statements
by: Hyonsoo Joo, et al.
Published: (2021-10-01)

National and regional trends in the prevalence of type 2 diabetes and associated risk factors among Korean adults, 2009–2021
by: Jiyeon Oh, et al.
Published: (2023-10-01)

COVID-19 Diagnosis from Crowdsourced Cough Sound Data
by: Myoung-Jin Son, et al.
Published: (2022-02-01)

An Artificial Intelligence Model for Predicting Trauma Mortality Among Emergency Department Patients in South Korea: Retrospective Cohort Study
by: Seungseok Lee, et al.
Published: (2023-08-01)

Cough in the elderly population: relationships with multiple comorbidity.
by: Woo-Jung Song, et al.
Published: (2013-01-01)

Coronavirus diagnosis using cough sounds: Artificial intelligence approaches
by: Kazem Askari Nasab, et al.
Published: (2023-02-01)

Incident allergic diseases in post-COVID-19 condition: multinational cohort studies from South Korea, Japan and the UK
by: Jiyeon Oh, et al.
Published: (2024-04-01)

A systematic review on cough sound analysis for Covid-19 diagnosis and screening: is my cough sound COVID-19?
by: KC Santosh, et al.
Published: (2022-04-01)

DMRNet Based Tuberculosis Screening With Cough Sound
by: Wenlong Xu, et al.
Published: (2024-01-01)

Deep Neural Network-Based Respiratory Pathology Classification Using Cough Sounds
by: B T Balamurali, et al.
Published: (2021-08-01)

Clinical phenotypes of chronic cough categorised by cluster analysis.
by: Jiyeon Kang, et al.
Published: (2023-01-01)

Cough Characteristics and Their Association Patterns According to Cough Etiology: A Network Analysis
by: Jieun Kang, et al.
Published: (2023-08-01)

Cough sound-based estimation of vital capacity via cough peak flow using artificial neural network analysis
by: Yasutaka Umayahara, et al.
Published: (2023-05-01)

Induction of Autophagy and Its Role in Peripheral Nerve Regeneration after Peripheral Nerve Injury
by: Dong Keon Yon, et al.
Published: (2023-11-01)

A study of the characteristics of wheeze, cough, and speech sounds
by: Ng, Celestine RuiTing
Published: (2018)

Aspiration pneumonia caused by fentanyl-induced cough -a case report-
by: Kyung Jee Lim, et al.
Published: (2013-09-01)

Cough Sound Detection and Diagnosis Using Artificial Intelligence Techniques: Challenges and Opportunities
by: Kawther S. Alqudaihi, et al.
Published: (2021-01-01)

Trends in hypertension prevalence, awareness, treatment, and control in South Korea, 1998–2021: a nationally representative serial study
by: Myeongcheol Lee, et al.
Published: (2023-12-01)

Development of Machine Learning for Asthmatic and Healthy Voluntary Cough Sounds: A Proof of Concept Study
by: Hwan Ing Hee, et al.
Published: (2019-07-01)

Cough persistence in adults with chronic cough: A 4-year retrospective cohort study
by: Sung-Yoon Kang, et al.
Published: (2020-10-01)

Cough Sounds Recorded via Smart Devices as Useful Non-Invasive Digital Biomarkers of Aspiration Risk: A Case Report
by: Hye-Seon Kang, et al.
Published: (2021-12-01)

Classification and correlation of coughing sounds and disease status in fattening pigs
by: Panuwat Yamsakul, et al.
Published: (2023-02-01)

Cough sound analysis and objective correlation with spirometry and clinical diagnosis
by: Gowrisree Rudraraju, et al.
Published: (2020-01-01)

A breath sound analysis in children with cough variant asthma
by: Mayumi Enseki, et al.
Published: (2019-01-01)

Quantification of identifying cognitive impairment using olfactory-stimulated functional near-infrared spectroscopy with machine learning: a post hoc analysis of a diagnostic trial and validation of an external additional trial
by: Jaewon Kim, et al.
Published: (2023-07-01)

Longitudinal study of the inverse relationship between Parkinson’s disease and cancer in Korea
by: So Young Kim, et al.
Published: (2023-07-01)

Weakly Supervised U-Net with Limited Upsampling for Sound Event Detection
by: Sangwon Lee, et al.
Published: (2023-06-01)

Longitudinal trajectory of acidosis and mortality in acute kidney injury requiring continuous renal replacement therapy
by: Jinwoo Lee, et al.
Published: (2022-12-01)

The longitudinal association between changes in lung function and changes in abdominal visceral obesity in Korean non-smokers.
by: Eun Kyung Choe, et al.
Published: (2018-01-01)