JMIR Medical Informatics – Page 3 – Communicable Diseases Research

Machine Learning Approach to Predicting COVID-19 Disease Severity Based on Clinical Blood Test Data: Statistical Analysis and Model Development

Original Paper

Published on 2021-04-132022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

[키워드] Accuracy Affect Analysis approach automated Blood blood sample Blood samples can be used Care clinical Clinical data clinical outcomes clinical parameter Comorbidities correlation COVID-19 COVID-19 patient data set deep learning methods development disease severity Factor Factors healthy high risk hospital identify IMPROVE investigated Laboratory less machine learning methodology Model morbidity Mortality objective outcome outcomes parameter Patient patients patients with COVID-19 Peripheral blood Precision predict prediction random reduce mortality resource Result risk severity severity of COVID-19 statistical statistical analysis Support Symptoms Test Testing the disease Treatment variant
[DOI] 10.2196/25884 PMC 바로가기 [Article Type] Original Paper

A Patient Journey Map to Improve the Home Isolation Experience of Persons With Mild COVID-19: Design Research for Service Touchpoints of Artificial Intelligence in eHealth

Original Paper

Published on 2021-04-122022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

An Agent-Based Model of the Local Spread of SARS-CoV-2: Modeling Study

Original Paper

Published on 2021-04-062022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

[키워드] adopted affected agent Agent-based modeling approaches Brazil computation computational epidemiology Computational models Containment measure containment measures country COVID-19 COVID-19 cases deaths demonstrated diffusion Effect Epidemiology expected Germany Government ICU Immunity Infection intensive care Italy limit measure Model modeling National objective occupancy rate pandemic Policy populations produced provide provided public health reached reflected Regulation Result SARS-CoV-2 second wave Spread spread of COVID-19 starting point variable variables virus World Health Organization Wuhan, China
[DOI] 10.2196/24192 PMC 바로가기 [Article Type] Original Paper

Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study

Original Paper

Published on 2021-04-052022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

[키워드] Asia authors bias C-19 Care Cohort COVID-19 COVID-19 cases COVID-19 pandemic criteria data set data sets database datasets Decision-making determine Europe evaluated External external validation Health Health care system high risk highlight hospital Hospitalization index index model Influenza informatics Korean modeling network objective observation pandemic Patient patients with COVID-19 Pneumonia populations predict prediction prognostic model ranged reduced reliability reported required Result risk risk of bia SARS-CoV-2 Science South South Korea Spain Spanish Symptom The United States transportability Treatment validation vulnerability
[DOI] 10.2196/21547 PMC 바로가기 [Article Type] Original Paper

Systematic Delineation of Media Polarity on COVID-19 Vaccines in Africa: Computational Linguistic Modeling Study

Original Paper

Published on 2021-03-162022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

Rapid Response to Drive COVID-19 Research in a Learning Health Care System: Rationale and Design of the Houston Methodist COVID-19 Surveillance and Outcomes Registry (CURATOR)

Original Paper

Published on 2021-02-232022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

[키워드] automated Care complex Control COVID-19 COVID-19 case COVID-19 pandemic COVID-19 research COVID-19 testing data curation Data science data-driven database databases, factual demonstrated disparate domain domains drive early phase Effect eight Electronic health records Epidemiology exacerbated Health Health care system health systems highlight Host Houston implementation individual information ingredient Investment IRB learning learning health system mitigate objective organization organizations outcome pandemic phenotyped platform primary care protocol provide Rapid rationale recommendation registry Regulation Research resources response Result retrospective robust SARS-CoV-2 Sociodemographic Streamline Support tertiary care hospital tested unique
[DOI] 10.2196/26773 PMC 바로가기 [Article Type] Original Paper

Blockchain-Based Digital Contact Tracing Apps for COVID-19 Pandemic Management: Issues, Challenges, Solutions, and Future Directions

Viewpoint

Published on 2021-02-092022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

Electronic Medical Record–Based Case Phenotyping for the Charlson Conditions: Scoping Review

Review

Published on 2021-02-012023-08-30
Journal: JMIR Medical Informatics [Category] E형 간염,

[키워드] Charlson comorbidity electronic medical records EMR phenotyping Health services research
[DOI] 10.2196/23934 PMC 바로가기 [Article Type] Review

Deep Learning Models for Predicting Severe Progression in COVID-19-Infected Patients: Retrospective Study

Original Paper

Published on 2021-01-282022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,

Interoperable Platform to Report Polymerase Chain Reaction SARS-CoV-2 Tests From Laboratories to the Chilean Government: Development and Implementation Study

Original Paper

Published on 2021-01-202022-10-31
Journal: JMIR Medical Informatics [Category] COVID-19,