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Information Technology

Latest AI and machine learning research in information technology for healthcare professionals.

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The development an artificial intelligence algorithm for early sepsis diagnosis in the intensive care unit.

BACKGROUND: Severe sepsis and septic shock are still the leading causes of death in Intensive Care U...

May 2020 32485555
Beyond safety drivers: Applying air traffic control principles to support the deployment of driverless vehicles.

By adopting and extending lessons from the air traffic control system, we argue that a nationwide re...

May 2020 32437357
Detecting modeling inconsistencies in SNOMED CT using a machine learning technique.

SNOMED CT is a comprehensive and evolving clinical reference terminology that has been widely adopte...

May 2020 32442671
On using electronic health records to improve optimal treatment rules in randomized trials.

Individualized treatment rules (ITRs) tailor medical treatments according to patient-specific charac...

May 2020 32365232
Cochlear implant telemedicine: Remote fitting based on psychoacoustic self-tests and artificial intelligence.

This study aims to assess the feasibility of autonomous cochlear implant (CI) fitting by adult CI r...

May 2020 32397922
Implementation of eHealth and AI integrated diagnostics with multidisciplinary digitized data: are we ready from an international perspective?

Digitization of medicine requires systematic handling of the increasing amount of health data to imp...

May 2020 32377810
Publicly available machine learning models for identifying opioid misuse from the clinical notes of hospitalized patients.

BACKGROUND: Automated de-identification methods for removing protected health information (PHI) from...

Apr 2020 32349766
Harmonized representation learning on dynamic EHR graphs.

With the rise of deep learning, several recent studies on deep learning-based methods for electronic...

Apr 2020 32339747
Predicting Inpatient Medication Orders From Electronic Health Record Data.

In a general inpatient population, we predicted patient-specific medication orders based on structur...

Apr 2020 32141068
Automated ICD coding via unsupervised knowledge integration (UNITE).

OBJECTIVE: Accurate coding is critical for medical billing and electronic medical record (EMR)-based...

Apr 2020 32361145
Leveraging Eye Tracking to Prioritize Relevant Medical Record Data: Comparative Machine Learning Study.

BACKGROUND: Electronic medical record (EMR) systems capture large amounts of data per patient and pr...

Apr 2020 32238342
Data science and machine learning in anesthesiology.

Machine learning (ML) is revolutionizing anesthesiology research. Unlike classical research methods ...

Mar 2020 32209960
Learning Latent Space Representations to Predict Patient Outcomes: Model Development and Validation.

BACKGROUND: Scalable and accurate health outcome prediction using electronic health record (EHR) dat...

Mar 2020 32202503
Diabetic retinopathy and ultrawide field imaging.

The introduction of ultrawide field imaging has allowed the visualization of approximately 82% of th...

Mar 2020 32167854
Anonymization Through Data Synthesis Using Generative Adversarial Networks (ADS-GAN).

The medical and machine learning communities are relying on the promise of artificial intelligence (...

Mar 2020 32167919
Natural Language Processing for Mimicking Clinical Trial Recruitment in Critical Care: A Semi-Automated Simulation Based on the LeoPARDS Trial.

Clinical trials often fail to recruit an adequate number of appropriate patients. Identifying eligib...

Mar 2020 32149659
Towards Reliable ARDS Clinical Decision Support: ARDS Patient Analytics with Free-text and Structured EMR Data.

In this work, we utilize a combination of free-text and structured data to build Acute Respiratory D...

Mar 2020 32308815
Regional Variations in Documentation of Sexual Trauma Concepts in Electronic Medical Records in the United States Veterans Health Administration.

Experiences of sexual trauma are associated with adverse patient and health system outcomes, but ar...

Mar 2020 32308845
Using FHIR to Construct a Corpus of Clinical Questions Annotated with Logical Forms and Answers.

This paper describes a novel technique for annotating logical forms and answers for clinical questio...

Mar 2020 32308918
Machine Learning Based Opioid Overdose Prediction Using Electronic Health Records.

Opioid addiction in the United States has come to national attention as opioid overdose (OD) related...

Mar 2020 32308832
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