AIMC Topic: Primary Health Care

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A network model of activities in primary care consultations.

Journal of the American Medical Informatics Association : JAMIA Oct 1, 2019
OBJECTIVE: The objective of this study is to characterize the dynamic structure of primary care consultations by identifying typical activities and their inter-relationships to inform the design of automated approaches to clinical documentation using...
Natural Language Processing Documentation Electronic Health Records Primary Health Care Physical Examination Humans Family Practice Automation Medical History Taking
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Of Slide Rules and Stethoscopes: AI and the Future of Doctoring.

The Hastings Center report Sep 1, 2019
Historically, the practice of medicine has been a physically intimate endeavor. Physicians have used their hands to palpate and reveal the secrets hidden within the body. Smelling the breath for the ketosis of diabetes or tasting the skin for the sal...
Humans Physician-Patient Relations Precision Medicine Continuity of Patient Care Disease Management Primary Health Care Artificial Intelligence Forecasting
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Can Hyperparameter Tuning Improve the Performance of a Super Learner?: A Case Study.

Epidemiology (Cambridge, Mass.) Jul 1, 2019
BACKGROUND: Super learning is an ensemble machine learning approach used increasingly as an alternative to classical prediction techniques. When implementing super learning, however, not tuning the hyperparameters of the algorithms in it may adversel...
Logistic Models Data Interpretation, Statistical Primary Health Care Canada Off-Label Use Practice Patterns, Physicians' Antidepressive Agents Humans Machine Learning Algorithms
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Analysis of Primary Care Computerised Medical Records with Deep Learning.

Studies in health technology and informatics Jan 1, 2019
The analysis of primary care data plays an important role in understanding health at an individual and population level. Currently the utilization of computerized medical records is low due to the complexities, heterogeneities and veracity associated...
Deep Learning Primary Health Care Medical Records Electronic Health Records
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Towards a Clinical Analytics Adoption Maturity Framework for Primary Care.

Studies in health technology and informatics Jan 1, 2019
Clinical decision support systems are evolving with growing analytics capabilities towards pervasive use of artificial intelligence. Maturity models can guide the adoption of these new technologies in clinical practice to improve patient outcomes in ...
Canada Primary Health Care Decision Support Systems, Clinical Artificial Intelligence Humans
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Value of Free-text Comments for Validating Cancer Cases Using Primary-care Data in the United Kingdom.

Epidemiology (Cambridge, Mass.) Sep 1, 2018
Neoplasms Primary Health Care Lung Neoplasms Urinary Bladder Neoplasms Reproducibility of Results Male Female Humans United Kingdom Electronic Health Records Natural Language Processing Prostatic Neoplasms
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Automatic Detection of Skin and Subcutaneous Tissue Infections from Primary Care Electronic Medical Records.

Studies in health technology and informatics Jan 1, 2015
INTRODUCTION: Skin and subcutaneous tissue infections (SSTI) are common conditions that cause avoidable hospitalisation in New Zealand. As part of a program to improve the management of SSTI in primary care, electronic medical records (EMR) of four A...
Data Mining Vocabulary, Controlled Machine Learning Natural Language Processing Diagnosis, Computer-Assisted Reproducibility of Results Electronic Health Records New Zealand Subcutaneous Tissue Humans Primary Health Care Skin Diseases, Bacterial Sensitivity and Specificity
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