AIMC Topic: Public Health

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Detecting Medical Misinformation on Social Media Using Multimodal Deep Learning.

IEEE journal of biomedical and health informatics Jun 3, 2021
In 2019, outbreaks of vaccine-preventable diseases reached the highest number in the US since 1992. Medical misinformation, such as antivaccine content propagating through social media, is associated with increases in vaccine delay and refusal. Our o...
Communication Public Health Deep Learning Social Media Humans
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Assessing the Outbreak Risk of Epidemics Using Fuzzy Evidential Reasoning.

Risk analysis : an official publication of the Society for Risk Analysis Apr 17, 2021
Epidemic diseases (EDs) present a significant but challenging risk endangering public health, evidenced by the outbreak of COVID-19. Compared to other risks affecting public health such as flooding, EDs attract little attention in terms of risk asses...
Disease Outbreaks Software China Epidemics Middle Aged COVID-19 Public Health Administration Fuzzy Logic Risk Assessment Sensitivity and Specificity Public Health Principal Component Analysis SARS-CoV-2 Male Humans Risk Factors Adult
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Leveraging Automated Machine Learning for the Analysis of Global Public Health Data: A Case Study in Malaria.

International journal of public health Apr 13, 2021
Global Health Public Health Malaria Humans Machine Learning Data Analysis
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Public Opinions and Concerns Regarding the Canadian Prime Minister's Daily COVID-19 Briefing: Longitudinal Study of YouTube Comments Using Machine Learning Techniques.

Journal of medical Internet research Feb 23, 2021
BACKGROUND: During the COVID-19 pandemic in Canada, Prime Minister Justin Trudeau provided updates on the novel coronavirus and the government's responses to the pandemic in his daily briefings from March 13 to May 22, 2020, delivered on the official...
Public Health COVID-19 Vaccines Canada Longitudinal Studies Pandemics COVID-19 SARS-CoV-2 Quarantine Public Opinion Government Financing, Government Social Media Unsupervised Machine Learning Natural Language Processing Humans Emigration and Immigration Financial Stress Public Policy Federal Government Personal Protective Equipment
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"AI's gonna have an impact on everything in society, so it has to have an impact on public health": a fundamental qualitative descriptive study of the implications of artificial intelligence for public health.

BMC public health Jan 6, 2021
BACKGROUND: Our objective was to determine the impacts of artificial intelligence (AI) on public health practice.
Humans Artificial Intelligence Public Health North America Big Data Asia
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Machine learning in primary care: potential to improve public health.

Journal of medical engineering & technology Dec 7, 2020
It is estimated that missed opportunities for diagnosis occur in 1 in 20 primary care appointments. This is not only detrimental to individual patients, but also to the healthcare system as health outcomes are affected and healthcare expenditure inev...
Humans Public Health Primary Health Care Machine Learning Diagnostic Errors
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Accurate spatiotemporal mapping of drug overdose deaths by machine learning of drug-related web-searches.

PloS one Dec 7, 2020
Persons who inject drugs (PWID) are at increased risk for overdose death (ODD), infections with HIV, hepatitis B (HBV) and hepatitis C virus (HCV), and noninfectious health conditions. Spatiotemporal identification of PWID communities is essential fo...
United States Internet Drug Overdose Substance Abuse, Intravenous Machine Learning Risk Factors Public Health Search Engine Humans
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How to Determine the Early Warning Threshold Value of Meteorological Factors on Influenza through Big Data Analysis and Machine Learning.

Computational and mathematical methods in medicine Dec 2, 2020
Infectious diseases are a major health challenge for the worldwide population. Since their rapid spread can cause great distress to the real world, in addition to taking appropriate measures to curb the spread of infectious diseases in the event of a...
Big Data Incidence Time Factors Meteorological Concepts Public Health Computational Biology Humans Disease Outbreaks Influenza, Human Machine Learning China Algorithms
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Development of a Machine Learning Model Using Multiple, Heterogeneous Data Sources to Estimate Weekly US Suicide Fatalities.

JAMA network open Dec 1, 2020
IMPORTANCE: Suicide is a leading cause of death in the US. However, official national statistics on suicide rates are delayed by 1 to 2 years, hampering evidence-based public health planning and decision-making.
Humans Emergency Service, Hospital Information Storage and Retrieval Public Health Suicide United States Public Health Surveillance Machine Learning Forecasting Cross-Sectional Studies
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Mobile Health (mHealth) Viral Diagnostics Enabled with Adaptive Adversarial Learning.

ACS nano Nov 23, 2020
Deep-learning (DL)-based image processing has potential to revolutionize the use of smartphones in mobile health (mHealth) diagnostics of infectious diseases. However, the high variability in cellphone image data acquisition and the common need for l...
Platinum Telemedicine COVID-19 Testing Antigens, Viral COVID-19 Disaster Planning CRISPR-Cas Systems Image Processing, Computer-Assisted Reproducibility of Results Communicable Disease Control Smartphone Point-of-Care Testing Public Health Metal Nanoparticles Humans Signal Processing, Computer-Assisted Deep Learning Neural Networks, Computer
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