Literature DB >> 33733232

Case Report: Utilizing AI and NLP to Assist with Healthcare and Rehabilitation During the COVID-19 Pandemic.

Jay Carriere1, Hareem Shafi1, Katelyn Brehon2, Kiran Pohar Manhas3, Katie Churchill4,5, Chester Ho3,6, Mahdi Tavakoli1.   

Abstract

The COVID-19 pandemic has profoundly affected healthcare systems and healthcare delivery worldwide. Policy makers are utilizing social distancing and isolation policies to reduce the risk of transmission and spread of COVID-19, while the research, development, and testing of antiviral treatments and vaccines are ongoing. As part of these isolation policies, in-person healthcare delivery has been reduced, or eliminated, to avoid the risk of COVID-19 infection in high-risk and vulnerable populations, particularly those with comorbidities. Clinicians, occupational therapists, and physiotherapists have traditionally relied on in-person diagnosis and treatment of acute and chronic musculoskeletal (MSK) and neurological conditions and illnesses. The assessment and rehabilitation of persons with acute and chronic conditions has, therefore, been particularly impacted during the pandemic. This article presents a perspective on how Artificial Intelligence and Machine Learning (AI/ML) technologies, such as Natural Language Processing (NLP), can be used to assist with assessment and rehabilitation for acute and chronic conditions.
Copyright © 2021 Carriere, Shafi, Brehon, Pohar Manhas, Churchill, Ho and Tavakoli.

Entities:  

Keywords:  COVID-19; artificial intelligence; natural language processing; neuromusculoskeletal rehabilitation; smart health

Year:  2021        PMID: 33733232      PMCID: PMC7907599          DOI: 10.3389/frai.2021.613637

Source DB:  PubMed          Journal:  Front Artif Intell        ISSN: 2624-8212


  29 in total

1.  Mayo clinical Text Analysis and Knowledge Extraction System (cTAKES): architecture, component evaluation and applications.

Authors:  Guergana K Savova; James J Masanz; Philip V Ogren; Jiaping Zheng; Sunghwan Sohn; Karin C Kipper-Schuler; Christopher G Chute
Journal:  J Am Med Inform Assoc       Date:  2010 Sep-Oct       Impact factor: 4.497

2.  Rehabilitation medicine welcomes a robotic revolution.

Authors:  Rebecca Voelker
Journal:  JAMA       Date:  2005-09-14       Impact factor: 56.272

Review 3.  Word sense disambiguation in the biomedical domain: an overview.

Authors:  Martijn J Schuemie; Jan A Kors; Barend Mons
Journal:  J Comput Biol       Date:  2005-06       Impact factor: 1.479

4.  Understanding and treating arm movement impairment after chronic brain injury: progress with the ARM guide.

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Journal:  J Rehabil Res Dev       Date:  2000 Nov-Dec

Review 5.  Extracting information from textual documents in the electronic health record: a review of recent research.

Authors:  S M Meystre; G K Savova; K C Kipper-Schuler; J F Hurdle
Journal:  Yearb Med Inform       Date:  2008

6.  Harnessing wearable device data to improve state-level real-time surveillance of influenza-like illness in the USA: a population-based study.

Authors:  Jennifer M Radin; Nathan E Wineinger; Eric J Topol; Steven R Steinhubl
Journal:  Lancet Digit Health       Date:  2020-01-16

7.  A robotic system to train activities of daily living in a virtual environment.

Authors:  Marco Guidali; Alexander Duschau-Wicke; Simon Broggi; Verena Klamroth-Marganska; Tobias Nef; Robert Riener
Journal:  Med Biol Eng Comput       Date:  2011-07-28       Impact factor: 2.602

Review 8.  Mining electronic health records: towards better research applications and clinical care.

Authors:  Peter B Jensen; Lars J Jensen; Søren Brunak
Journal:  Nat Rev Genet       Date:  2012-05-02       Impact factor: 53.242

9.  COVID-19: maintaining essential rehabilitation services across the care continuum.

Authors:  Janet Prvu Bettger; Andrea Thoumi; Victoria Marquevich; Wouter De Groote; Linamara Rizzo Battistella; Marta Imamura; Vinicius Delgado Ramos; Ninie Wang; Karsten E Dreinhoefer; Ariane Mangar; Dorcas B C Ghandi; Yee Sien Ng; Kheng Hock Lee; John Tan Wei Ming; Yong Hao Pua; Marco Inzitari; Blandina T Mmbaga; Mathew J Shayo; Darren A Brown; Marissa Carvalho; Mooyeon Oh-Park; Joel Stein
Journal:  BMJ Glob Health       Date:  2020-05

10.  Proportion of asymptomatic coronavirus disease 2019: A systematic review and meta-analysis.

Authors:  Jingjing He; Yifei Guo; Richeng Mao; Jiming Zhang
Journal:  J Med Virol       Date:  2020-08-13       Impact factor: 20.693

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  3 in total

Review 1.  Artificial Intelligence (AI) and Internet of Medical Things (IoMT) Assisted Biomedical Systems for Intelligent Healthcare.

Authors:  Pandiaraj Manickam; Siva Ananth Mariappan; Sindhu Monica Murugesan; Shekhar Hansda; Ajeet Kaushik; Ravikumar Shinde; S P Thipperudraswamy
Journal:  Biosensors (Basel)       Date:  2022-07-25

2.  Epidemiological and Clinical Characteristics of COVID-19: A Retrospective Multi-Center Study in Pakistan.

Authors:  Mehmood Ahmad; Bilal Mahmood Beg; Arfa Majeed; Sadaf Areej; Sualeha Riffat; Muhammad Adil Rasheed; Sammina Mahmood; Rana Muhammad Zahid Mushtaq; Mian Abdul Hafeez
Journal:  Front Public Health       Date:  2021-04-14

3.  Real-World Evidence of COVID-19 Patients' Data Quality in the Electronic Health Records.

Authors:  Samar Binkheder; Mohammed Ahmed Asiri; Khaled Waleed Altowayan; Turki Mohammed Alshehri; Mashhour Faleh Alzarie; Raniah N Aldekhyyel; Ibrahim A Almaghlouth; Jwaher A Almulhem
Journal:  Healthcare (Basel)       Date:  2021-11-28
  3 in total

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