AIMC Topic: Pregnancy Complications
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Use of natural language processing in electronic medical records to identify pregnant women with suicidal behavior: towards a solution to the complex classification problem.
European journal of epidemiology
Dec 10, 2018
We developed algorithms to identify pregnant women with suicidal behavior using information extracted from clinical notes by natural language processing (NLP) in electronic medical records. Using both codified data and NLP applied to unstructured cli...
Non-surgical management of primary hyperparathyroidism.
Best practice & research. Clinical endocrinology & metabolism
Sep 28, 2018
The purpose of this chapter is to discuss the options available for patients with primary hyperparathyrodism (PHPT) not undergoing parathyroidectomy (PTx). Adequate hydration should be recommended in all patients. Calcium intake should not be restric...
Screening pregnant women for suicidal behavior in electronic medical records: diagnostic codes vs. clinical notes processed by natural language processing.
BMC medical informatics and decision making
May 29, 2018
BACKGROUND: We examined the comparative performance of structured, diagnostic codes vs. natural language processing (NLP) of unstructured text for screening suicidal behavior among pregnant women in electronic medical records (EMRs).
Mining the literature for genes associated with placenta-mediated maternal diseases.
AMIA ... Annual Symposium proceedings. AMIA Symposium
Apr 16, 2018
Automated literature analysis could significantly speed up understanding of the role of the placenta and the impact of its development and functions on the health of the mother and the child. To facilitate automatic extraction of information about pl...
"Hypothyroidism screening during first trimester of pregnancy".
BMC pregnancy and childbirth
Dec 22, 2017
BACKGROUND: Subclinical hypothyroidism is defined as an elevated thyroid-stimulating hormone level with a normal thyroxin level without signs or symptoms of hypothyroidism. Although it is well accepted that overt hypothyroidism has a deleterious impa...
Iodine deficiency in pregnancy: Still a health issue for the women of Cassino city, Italy.
Nutrition (Burbank, Los Angeles County, Calif.)
Nov 27, 2017
OBJECTIVE: The World Health Organization, the United Nations Children's Fund, and the International Council for the Control of Iodine Deficiency Disorders recommend a median urinary iodine concentration (UIC) in pregnant women between 150 µg/L and 24...
Collaborative targeted learning using regression shrinkage.
Statistics in medicine
Nov 2, 2017
Causal inference practitioners are routinely presented with the challenge of model selection and, in particular, reducing the size of the covariate set with the goal of improving estimation efficiency. Collaborative targeted minimum loss-based estima...
Machine Learning for Social Services: A Study of Prenatal Case Management in Illinois.
American journal of public health
Apr 20, 2017
OBJECTIVES: To evaluate the positive predictive value of machine learning algorithms for early assessment of adverse birth risk among pregnant women as a means of improving the allocation of social services.
An Integrated Soft Computing Approach to Hughes Syndrome Risk Assessment.
Journal of medical systems
Jan 23, 2017
The AntiPhospholipid Syndrome (APS) is an acquired autoimmune disorder induced by high levels of antiphospholipid antibodies that cause arterial and veins thrombosis, as well as pregnancy-related complications and morbidity, as clinical manifestation...
Automatic Classification of Structured Product Labels for Pregnancy Risk Drug Categories, a Machine Learning Approach.
AMIA ... Annual Symposium proceedings. AMIA Symposium
Nov 5, 2015
With regular expressions and manual review, 18,342 FDA-approved drug product labels were processed to determine if the five standard pregnancy drug risk categories were mentioned in the label. After excluding 81 drugs with multiple-risk categories, 8...
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