AIMC Topic: Academic Medical Centers

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Thyroid Ultrasound Reports: Will the Thyroid Imaging, Reporting, and Data System Improve Natural Language Processing Capture of Critical Thyroid Nodule Features?

The Journal of surgical research Aug 13, 2020
BACKGROUND: Critical thyroid nodule features are contained in unstructured ultrasound (US) reports. The Thyroid Imaging, Reporting, and Data System (TI-RADS) uses five key features to risk stratify nodules and recommend appropriate intervention. This...
Humans Retrospective Studies Thyroid Gland Academic Medical Centers Practice Guidelines as Topic Data Systems Hospitals, Community Societies, Medical Ultrasonography Thyroid Nodule Image Processing, Computer-Assisted Natural Language Processing Radiology
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Predicting Inpatient Medication Orders From Electronic Health Record Data.

Clinical pharmacology and therapeutics Apr 11, 2020
In a general inpatient population, we predicted patient-specific medication orders based on structured information in the electronic health record (EHR). Data on over three million medication orders from an academic medical center were used to train ...
Academic Medical Centers Medical Order Entry Systems Deep Learning Adolescent Time Factors Logistic Models Inpatients Machine Learning Electronic Health Records Female Hospitalization Aged Humans Aged, 80 and over Young Adult Adult Male Middle Aged
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Application of data mining in a cohort of Italian subjects undergoing myocardial perfusion imaging at an academic medical center.

Computer methods and programs in biomedicine Jan 16, 2020
INTRODUCTION: Coronary artery disease (CAD) is still one of the primary causes of death in the developed countries. Stress single-photon emission computed tomography is used to evaluate myocardial perfusion and ventricular function in patients with s...
Female Aged Sensitivity and Specificity Male Middle Aged Humans Data Mining Academic Medical Centers Tomography, Emission-Computed, Single-Photon Myocardial Perfusion Imaging Bayes Theorem Italy Coronary Artery Disease Supervised Machine Learning
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Predicting Outpatient Appointment Demand Using Machine Learning and Traditional Methods.

Journal of medical systems Jul 19, 2019
Traditional methods have long been used for clinical demand forecasting. Machine learning methods represent the next evolution in forecasting, but model choice and optimization remain challenging for achieving optimal results. To determine the best m...
Outpatients Humans Machine Learning Retrospective Studies Time Factors Models, Theoretical Waiting Lists Appointments and Schedules Quality Improvement Academic Medical Centers
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Justifying diagnosis decisions by deep neural networks.

Journal of biomedical informatics Jul 6, 2019
An integrated approach is proposed across visual and textual data to both determine and justify a medical diagnosis by a neural network. As deep learning techniques improve, interest grows to apply them in medical applications. To enable a transition...
Reproducibility of Results Diagnosis, Computer-Assisted Deep Learning Image Processing, Computer-Assisted Area Under Curve Humans Neural Networks, Computer Algorithms Radiology Academic Medical Centers Image Interpretation, Computer-Assisted X-Rays
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Feasibility of Natural Language Processing-Assisted Auditing of Critical Findings in Chest Radiology.

Journal of the American College of Radiology : JACR Jun 21, 2019
OBJECTIVE: Time-sensitive communication of critical imaging findings like pneumothorax or pulmonary embolism to referring physicians is essential for patient safety. The definitive communication is the radiology free-text report. Quality assurance in...
Radiography, Thoracic Feasibility Studies Humans Male Quality Improvement Machine Learning Pilot Projects Research Design Academic Medical Centers United States Automation Retrospective Studies Natural Language Processing Radiology Information Systems Tomography, X-Ray Computed Female Sensitivity and Specificity
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A two-site survey of medical center personnel's willingness to share clinical data for research: implications for reproducible health NLP research.

BMC medical informatics and decision making Apr 4, 2019
BACKGROUND: A shareable repository of clinical notes is critical for advancing natural language processing (NLP) research, and therefore a goal of many NLP researchers is to create a shareable repository of clinical notes, that has breadth (from mult...
Humans Health Personnel Female Young Adult Adult Academic Medical Centers New York Patient Participation Biomedical Research Adolescent Male Natural Language Processing Middle Aged Confidentiality Surveys and Questionnaires Informed Consent Information Dissemination
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Impact of a Pharmacist-Led Intervention on 30-Day Readmission and Assessment of Factors Predictive of Readmission in African American Men With Heart Failure.

American journal of men's health Nov 28, 2018
Heart failure (HF) is responsible for more 30-day readmissions than any other condition. Minorities, particularly African American males (AAM), are at much higher risk for readmission than the general population. In this study, demographic, social, a...
Patient Readmission Academic Medical Centers Black or African American Georgia Pharmacists Risk Assessment Case-Control Studies Incidence Humans Predictive Value of Tests Machine Learning Heart Failure Prognosis Aged Electronic Health Records Adult Hospitalization Male Middle Aged
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Assessment of Time-Series Machine Learning Methods for Forecasting Hospital Discharge Volume.

JAMA network open Nov 2, 2018
IMPORTANCE: Forecasting the volume of hospital discharges has important implications for resource allocation and represents an opportunity to improve patient safety at periods of elevated risk.
Models, Statistical Humans Patient Discharge Machine Learning Academic Medical Centers Forecasting New England Hospitals
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Transoral surgery using the Flex Robotic System: Initial experience in the United States.

Head & neck Oct 10, 2018
BACKGROUND: This multicenter, retrospective review documents the initial experience using the Flex system for transoral surgery in 2 United States academic centers.
Cohort Studies Equipment Design Academic Medical Centers Retrospective Studies United States Robotic Surgical Procedures Natural Orifice Endoscopic Surgery Middle Aged Humans Female Treatment Outcome Mouth Learning Curve Risk Assessment Aged Robotics Pharynx Larynx Postoperative Complications Adult Tongue Male Glottis Length of Stay Clinical Competence
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