AIMC Topic: Primary Health Care

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Using Machine Learning to Predict Primary Care and Advance Workforce Research.

Annals of family medicine Jul 1, 2020
PURPOSE: To develop and test a machine-learning-based model to predict primary care and other specialties using Medicare claims data.
Medicare Workforce Physicians, Primary Care Primary Health Care United States Area Under Curve Insurance Claim Review Humans Cross-Sectional Studies ROC Curve Machine Learning Algorithms
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Artificial intelligence: opportunities and implications for the health workforce.

International health Jul 1, 2020
Healthcare involves cyclic data processing to derive meaningful, actionable decisions. Rapid increases in clinical data have added to the occupational stress of healthcare workers, affecting their ability to provide quality and effective services. He...
Delivery of Health Care Primary Health Care Medical Informatics Health Workforce Humans Artificial Intelligence
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Using Unsupervised Learning to Identify Clinical Subtypes of Alzheimer's Disease in Electronic Health Records.

Studies in health technology and informatics Jun 16, 2020
Identifying subtypes of Alzheimer's Disease (AD) can lead towards the creation of personalized interventions and potentially improve outcomes. In this study, we use UK primary care electronic health records (EHR) from the CALIBER resource to identify...
Unsupervised Machine Learning Electronic Health Records Humans Alzheimer Disease Male Primary Health Care
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Artificial Intelligence and Primary Care Research: A Scoping Review.

Annals of family medicine May 1, 2020
PURPOSE: Rapid increases in technology and data motivate the application of artificial intelligence (AI) to primary care, but no comprehensive review exists to guide these efforts. Our objective was to assess the nature and extent of the body of rese...
Artificial Intelligence Primary Health Care Interdisciplinary Research Humans
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Primary Care Artificial Intelligence: A Branch Hiding in Plain Sight.

Annals of family medicine May 1, 2020
Intersectoral Collaboration Humans Artificial Intelligence Primary Health Care
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Limited evidence of benefits of patient operated intelligent primary care triage tools: findings of a literature review.

BMJ health & care informatics May 1, 2020
INTRODUCTION: There is consistent evidence that the workload in general practices is substantially increasing. The digitalisation of healthcare including the use of artificial intelligence has been suggested as a solution to this problem. We wanted t...
Humans Artificial Intelligence Primary Health Care Triage Workload
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Does machine learning improve prediction of VA primary care reliance?

The American journal of managed care Jan 1, 2020
OBJECTIVES: The Veterans Affairs (VA) Health Care System is among the largest integrated health systems in the United States. Many VA enrollees are dual users of Medicare, and little research has examined methods to most accurately predict which vete...
United States Department of Veterans Affairs Forecasting Patient Acceptance of Health Care Female Primary Health Care Humans Veterans Health Services Aged, 80 and over Aged Logistic Models Machine Learning United States Male Medicare Middle Aged
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Targeted prescription of cognitive-behavioral therapy versus person-centered counseling for depression using a machine learning approach.

Journal of consulting and clinical psychology Jan 1, 2020
OBJECTIVE: Depression is a highly common mental disorder and a major cause of disability worldwide. Several psychological interventions are available, but there is a lack of evidence to decide which treatment works best for whom. This study aimed to ...
Retrospective Studies Female Adult Treatment Outcome Counseling Male Primary Health Care Humans Machine Learning Research Design Cognitive Behavioral Therapy Depressive Disorder
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Development of a periodontitis risk assessment model for primary care providers in an interdisciplinary setting.

Technology and health care : official journal of the European Society for Engineering and Medicine Jan 1, 2020
BACKGROUND: Periodontitis (PD), a form of gum disease, is a major public health concern as it is globally prevalent and harms both individual quality of life and economic productivity. Global cost in lost productivity is estimated at US$54 billion an...
Body Weights and Measures Oral Hygiene Age Factors Lipids Periodontitis Blood Pressure Bayes Theorem Sex Factors Logistic Models Socioeconomic Factors Female Support Vector Machine Aged Comorbidity Aged, 80 and over Primary Health Care Male Decision Support Systems, Clinical Middle Aged Neural Networks, Computer Young Adult Artificial Intelligence Humans Adult Retrospective Studies
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Detecting conversation topics in primary care office visits from transcripts of patient-provider interactions.

Journal of the American Medical Informatics Association : JAMIA Dec 1, 2019
OBJECTIVE: Amid electronic health records, laboratory tests, and other technology, office-based patient and provider communication is still the heart of primary medical care. Patients typically present multiple complaints, requiring physicians to dec...
Tape Recording Primary Health Care Aged Natural Language Processing Physician-Patient Relations Office Visits Communication Humans Datasets as Topic Middle Aged Neural Networks, Computer Medical Records Machine Learning
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