AIMC Topic: Primary Health Care

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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 ...
Humans Machine Learning Adult Male Primary Health Care Treatment Outcome Research Design Retrospective Studies Female Counseling 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...
Logistic Models Female Socioeconomic Factors Aged Bayes Theorem Aged, 80 and over Comorbidity Support Vector Machine Sex Factors Primary Health Care Male Humans Age Factors Body Weights and Measures Decision Support Systems, Clinical Middle Aged Oral Hygiene Neural Networks, Computer Artificial Intelligence Lipids Young Adult Retrospective Studies Periodontitis Adult Blood Pressure
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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...
Medical Records Tape Recording Physician-Patient Relations Office Visits Datasets as Topic Neural Networks, Computer Machine Learning Aged Primary Health Care Natural Language Processing Humans Communication Middle Aged
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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...
Medical History Taking Physical Examination Family Practice Natural Language Processing Documentation Automation Electronic Health Records Primary Health Care Humans
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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...
Primary Health Care Physician-Patient Relations Disease Management Continuity of Patient Care Humans Forecasting Artificial Intelligence Precision Medicine
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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...
Humans Machine Learning Algorithms Logistic Models Data Interpretation, Statistical Primary Health Care Canada Practice Patterns, Physicians' Antidepressive Agents Off-Label Use
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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...
Primary Health Care Medical Records Electronic Health Records Deep Learning
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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 ...
Artificial Intelligence Humans Decision Support Systems, Clinical Primary Health Care Canada
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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
Reproducibility of Results Male Neoplasms Primary Health Care Humans Electronic Health Records Female Prostatic Neoplasms Lung Neoplasms United Kingdom Urinary Bladder Neoplasms Natural Language Processing
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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...
Primary Health Care Reproducibility of Results Subcutaneous Tissue Data Mining Natural Language Processing Humans Vocabulary, Controlled Skin Diseases, Bacterial Machine Learning New Zealand Sensitivity and Specificity Electronic Health Records Diagnosis, Computer-Assisted
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