AIMC Topic: Urinary Tract Infections

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Diagnosis of urinary tract infection based on artificial intelligence methods.

Computer methods and programs in biomedicine Oct 2, 2018
BACKGROUND AND OBJECTIVE: Urinary tract infection (UTI) is a common disease affecting the vast majority of people. UTI involves a simple infection caused by urinary tract inflammation as well as a complicated infection that may be caused by an inflam...
Adult Sensitivity and Specificity Male Middle Aged Diagnosis, Computer-Assisted Algorithms Female Aged Young Adult Support Vector Machine Decision Trees Urinary Tract Infections False Positive Reactions Cystitis Adolescent Child Neural Networks, Computer ROC Curve Decision Support Systems, Clinical Artificial Intelligence Machine Learning Humans
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Phenotypic Antimicrobial Susceptibility Testing with Deep Learning Video Microscopy.

Analytical chemistry May 3, 2018
Timely determination of antimicrobial susceptibility for a bacterial infection enables precision prescription, shortens treatment time, and helps minimize the spread of antibiotic resistant infections. Current antimicrobial susceptibility testing (AS...
Deep Learning Microbial Sensitivity Tests Urinary Tract Infections Urine Microscopy, Video Humans Anti-Bacterial Agents Phenotype
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Electronic Surveillance For Catheter-Associated Urinary Tract Infection Using Natural Language Processing.

AMIA ... Annual Symposium proceedings. AMIA Symposium Apr 16, 2018
Catheter-associated urinary tract infection (CAUTI) is a common and costly healthcare-associated infection, yet measuring it accurately is challenging and resource-intensive. Electronic surveillance promises to make this task more objective and effic...
Cross Infection Urinary Tract Infections Patient Acuity Data Mining Documentation Humans Algorithms Monitoring, Physiologic Natural Language Processing Catheter-Related Infections Prospective Studies Electronic Health Records
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Predicting urinary tract infections in the emergency department with machine learning.

PloS one Mar 7, 2018
BACKGROUND: Urinary tract infection (UTI) is a common emergency department (ED) diagnosis with reported high diagnostic error rates. Because a urine culture, part of the gold standard for diagnosis of UTI, is usually not available for 24-48 hours aft...
False Positive Reactions Models, Biological Early Diagnosis False Negative Reactions Urine Humans Machine Learning Retrospective Studies ROC Curve Predictive Value of Tests Area Under Curve Emergency Service, Hospital Urinary Tract Infections Female Sensitivity and Specificity Male Middle Aged
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Automatic hemolysis identification on aligned dual-lighting images of cultured blood agar plates.

Computer methods and programs in biomedicine Dec 18, 2017
BACKGROUND AND OBJECTIVE: The recent introduction of Full Laboratory Automation systems in clinical microbiology opens to the availability of streams of high definition images representing bacteria culturing plates. This creates new opportunities to ...
Lighting Bacteria Programming Languages Models, Statistical Hemolysis Signal Processing, Computer-Assisted Electronic Data Processing Urinary Tract Infections Humans Software Agar Algorithms Reproducibility of Results
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Rate and association of lower urinary tract infection with recurrence after transurethral resection of bladder tumor.

Investigative and clinical urology Dec 15, 2017
PURPOSE: To evaluate the rate of pyuria and bacteriuria after transurethral resection of bladder tumor (TURBT).
Postoperative Complications Antineoplastic Agents Follow-Up Studies Urinary Bladder Neoplasms Aged Aged, 80 and over Male Middle Aged Chemotherapy, Adjuvant Pyuria Bacteriuria Urinary Tract Infections Neoplasm Recurrence, Local Retrospective Studies Administration, Intravesical Female Humans Risk Factors
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Accelerating Chart Review Using Automated Methods on Electronic Health Record Data for Postoperative Complications.

AMIA ... Annual Symposium proceedings. AMIA Symposium Feb 10, 2017
Manual Chart Review (MCR) is an important but labor-intensive task for clinical research and quality improvement. In this study, aiming to accelerate the process of extracting postoperative outcomes from medical charts, we developed an automated post...
Pneumonia Urinary Tract Infections Surgical Wound Infection Medical Audit Electronic Health Records Postoperative Complications Sepsis Shock, Septic Humans Machine Learning Algorithms
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Detecting the presence of an indwelling urinary catheter and urinary symptoms in hospitalized patients using natural language processing.

Journal of biomedical informatics Jul 9, 2016
OBJECTIVE: To develop a natural language processing pipeline to extract positively asserted concepts related to the presence of an indwelling urinary catheter in hospitalized patients from the free text of the electronic medical note. The goal is to ...
Data Mining Urinary Catheters Humans Electronic Health Records Natural Language Processing Urinary Tract Infections
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Scaling-up NLP Pipelines to Process Large Corpora of Clinical Notes.

Methods of information in medicine Nov 4, 2015
INTRODUCTION: This article is part of the Focus Theme of Methods of Information in Medicine on "Big Data and Analytics in Healthcare".
Humans Machine Learning Algorithms Electronic Health Records Decision Support Systems, Clinical Natural Language Processing Catheter-Related Infections Risk Assessment Prevalence Urinary Catheterization Hospitals, Veterans Vocabulary, Controlled Urinary Tract Infections Data Mining Datasets as Topic Utah
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Natural Language Processing for Real-Time Catheter-Associated Urinary Tract Infection Surveillance: Results of a Pilot Implementation Trial.

Infection control and hospital epidemiology May 29, 2015
BACKGROUND: Incidence of catheter-associated urinary tract infection (CAUTI) is a quality benchmark. To streamline conventional detection methods, an electronic surveillance system augmented with natural language processing (NLP), which gathers data ...
Algorithms Intensive Care Units Electronic Health Records Pilot Projects Predictive Value of Tests Catheters, Indwelling Natural Language Processing Tertiary Care Centers Catheter-Related Infections Urinary Tract Infections Computer Systems Documentation Population Surveillance Humans
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