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General

DiagnosisQA: A semi-automated pipeline for developing clinician validated diagnosis specific QA datasets

30 minutes to read

Shreya Mishra, Raghav Awasthi, Frank Papay, Kamal Maheshawari, Jacek B Cywinski, Ashish Khanna, Piyush Mathur

November 11, 2021

Imaging/Radiology

Cost-effectiveness of artificial intelligence aided vessel occlusion detection in acute stroke: an early health technology assessment

30 minutes to read

Kicky G. van Leeuwen, Frederick J. A. Meijer,Maarten de Rooij, et al.

October 01, 2021

Anesthesiology/

Surgery

Automated analysis of ambulatory surgery patient experience comments using artificial intelligence for quality improvement

30 minutes to read

Piyush Mathur,Jacek B Cywinski,Kamal Maheshwari,Francis A Papay,et al.

October 19, 2021

General

Evaluation framework to guide implementation of AI systems into healthcare settings

30 minutes to read

Sandeep Reddy,Wendy Rogers,Piyush Mathur,Blair Kelly,et al.

October 12, 2021

Anesthesiology

Assisted Fluid Management Software Guidance for Intraoperative Fluid Administration

30 minutes to read

Kamal Maheshwari et al.

August 01, 2021

Critical Care

Predicting the Need for Vasopressors in the Intensive Care Unit Using an Attention Based Deep Learning Model

Publication: 10 minutes to read

Kwak, Gloria Hyunjung; Ling, Lowell; Hui, Pan

July 01, 2021

Critical Care

Predictions of hypotension events with physiologic vital sign signatures in the intensive care unit

Publication: 10 minutes to read

Joo Heung Yoon, Vincent Jeanselme, Gilles Clermont, et al

June 25, 2021

General

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

30 minutes to read

Andrew Wong, MD; Erkin Otles, MEng; John P. Donnelly, PhD; et al

June 01, 2021

Critical Care

Predicting hypotension in the ICU using noninvasive physiological signals

Publication: 10 minutes to read

Mina Chookhachizadeh Moghadam, et al.

February 01, 2021

Endocrinology

Multicenter, Head-to-Head, Real-World Validation Study of Seven Automated Artificial Intelligence Diabetic Retinopathy Screening Systems

Publication: 15 minutes to read

Aaron Y. Lee, Ryan T. Yanagihara,Edward J. Boyko et al.

January 05, 2021

Book

Artificial Intelligence

Sandeep Reddy

January 01, 2021

Journal

Intelligence-Based Medicine

January 01, 2021

Book

Health Information Technology Evaluation Handbook: From Meaningful Use to Meaningful Outcome (HIMSS Book)

Vitaly Herasevich, MD, PhD, MSc ; Brian W. Pickering, MD, MSc

January 01, 2021

Critical Care

Artificial Intelligence in Critical Care

Publication: 10 minutes to read

Mathur, Piyush MD, FCCM; Burns, Michael L. MD, PhD

September 01, 2019

Journal

BMJ Health & Care Informatics

BMJ

January 01, 2021

Anesthesiology/

Surgery

Machine Learning Models to Predict Major Adverse Cardiovascular Events After Orthotopic Liver Transplantation: A Cohort Study

Publication: 10 minutes to read

Vardhmaan Jain, Agam Bansal, Jacek Cywinksi, Maged Argalious, et al

December 27, 2020

Book

A Radiologist’s Overview of the AI Market: The First 100 Algorithms

Ty Vachon,M.D.; Michael Doxey M.D.; Kent Hall, M.D.

March 01, 2021

Anesthesiology

Cardiorespiratory Compromise in the Perioperative Environment – Prediction, Quality, Analytics and AI

Publication: 10 minutes to read

A. Khanna, P. Mathur, J. Cywinkski, K. Maheshwari

December 23, 2020

Imaging/Radiology

Automated deep learning design for medical image classification by health-care professionals with no coding experience: a feasibility study

Publication: 15 minutes to read

Livia Faes, MD, Siegfried K Wagner, BMBCh, Dun Jack Fu, PhD et al.

September 01, 2019

Journal

Journal of Biomedical And Health Informatics

IEEE

January 01, 2021

Journal

Journal of Medical Artificial Intelligence

JMAI

January 01, 2021

Journal

THE LANCET: Digital Health

Lancet

January 01, 2021

Book

A Radiologist’s Introduction To AI And Machine Learning

Ty Vachon,M.D.; Leigh Shuman M.D.

April 01, 2019

Journal

Radiology:Artificial Intelligence

RSNA

January 01, 2021

Journal

Journal of Informatics in health and Medicine(JAMIA)

AMIA

January 01, 2021

General

BEHRT: Transformer for Electronic Health Records

Publication: 10 minutes to read

Yikuan Li, Shishir Rao

December 17, 2020

Journal

Frontiers in Digital Health

Frontiers

January 01, 2021

Journal

Nature Biomedical Engineering

Nature

January 01, 2021

Journal

JMIR Medical Informatics

JMIR

January 01, 2021

Anesthesiology

Machine learning models for perioperative research

Publication: 10 minutes to read

Kamal Maheshwari, Piyush Mathur, AlparslanTuran

December 01, 2020

Journal

JAMA Network Machine Learning

JAMA

January 01, 2021

Critical Care

Prediction of hypotension events with physiologic vital sign signatures in the intensive care unit

Publication: 10 minutes to read

Joo Heung Yoon, Vincent Jeanselme, Gilles Clermont, et al.

November 25, 2020

Anesthesiology/

Critical Care

Perioperative intelligence: applications of artificial intelligence in perioperative medicine

Publication: 10 minutes to read

Kamal Maheshwari, Kurt Ruetzler, Bernd Saugel et al. [BrainX author]

August 29, 2019

Imaging/Radiology

A Multicenter, Scan-Rescan, Human and Machine Learning CMR Study to Test Generalizability and Precision in Imaging Biomarker Analysis

Publication: 15 minutes to read

Anish N. Bhuva, MBBS et al

October 01, 2019

General

How to Read Articles That Use Machine Learning

Publication: 15 minutes to read

Yun Liu, PhD; Po-Hsuan Cameron Chen, PhD; Jonathan Krause, PhD; et al

December 12, 2019

Critical Care

Screening for cardiac contractile dysfunction using an artificial intelligence–enabled electrocardiogram

Publication: 15 minutes to read

Zachi I. Attia, Suraj Kapa, Francisco Lopez-Jimenez, et al.

January 07, 2019

Book

Introduction to Biomedical Data Science

Robert Hoyt , Robert A. Muenchen

November 25, 2019

General

Multimodal Machine Learning for Automated ICD Coding

Publication: 15 minutes to read

Keyang Xu, Mike Lam, Jingzhi Pang et al [BrainX team collaboration]

September 01, 2019

PLOS Digital Health

PLOS

January 01, 2021

Imaging/Radiology

A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis

Publication: 15 minutes to read

Xiaoxuan Liu, MBChB, Livia Faes, MD, Aditya U Kale, MBChB et al.

October 01, 2019

Cardiology

An artificial intelligence-enabled ECG algorithm for the identification of patients with atrial fibrillation during sinus rhythm: a retrospective analysis of outcome prediction

Publication: 15 minutes to read

Zachi I Attia, MS, Peter A Noseworthy, MD, Prof Francisco Lopez-Jimenez, MD et al.

September 07, 2019

Critical Care

A clinically applicable approach to continuous prediction of future acute kidney injury

Publication: 15 minutes to read

Nenad Tomašev, Xavier Glorot, Jack W. Rae,

July 31, 2019

General

Artificial Intelligence for Clinical Trial Design

Publication: 15 minutes to read

Stefan Harrer Pratik Shah Bhavna Antony Jianying Hu

July 17, 2019

Imaging/Radiology

Deep Learning to Assess Long-term Mortality From Chest Radiographs

Publication: 15 minutes to read

Lu MT, Ivanov A, Mayrhofer T, Hosny et al.

July 19, 2019

Critical Care/

General

Machine learning as a supportive tool to recognize cardiac arrest in emergency calls

Publication: 15 minutes to read

Stig Nikolaj Blomberg Fredrik Folke Annette Kjær Ersbøll et al.

May 01, 2019

Cancer

Assessment of Deep Natural Language Processing in Ascertaining Oncologic Outcomes From Radiology Reports

Publication: 15 minutes to read

Kehl KL, Elmarakeby H, Nishino M, et al.

July 25, 2019

General

Machine Learning in Medicine

Publication: 15 minutes to read

Alvin Rajkomar, M.D., Jeffrey Dean, Ph.D., and Isaac Kohane, M.D., Ph.D. et al.

April 04, 2019

General

Applications of machine learning in drug discovery and development

Publication: 15 minutes to read

Vamathevan, J., Clark, D., Czodrowski, P. et al.

April 11, 2019

Imaging/Radiology

Development and Validation of a Deep Learning–Based Automated Detection Algorithm for Major Thoracic Diseases on Chest Radiographs

Publication: 15 minutes to read

Hwang EJ, Park S, Jin K, et al.

March 22, 2019

General

Artificial intelligence in healthcare: past, present and future

Publication: 15 minutes to read

Lee, J., Mark, R.G.

June 22, 2017

Anesthesiology/

General

Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions

Publication: 15 minutes to read

Lo-Ciganic W, Huang JL, Zhang HH, et al.

March 22, 2019

Neurology

Modeling and prediction of clinical symptom trajectories in Alzheimer’s disease using longitudinal data

Publication: 15 minutes to read

Bhagwat N, Viviano JD, Voineskos AN et al.

September 14, 2018

Cardiology

Fast and accurate view classification of echocardiograms using deep learning

Publication: 15 minutes to read

Ali Madani, Ramy Arnaout, Mohammad Mofrad et al.

March 21, 2018

Behavioral science/Psychiatry/

Imaging/Radiology

Predicting Progression from Mild Cognitive Impairment to Alzheimer’s Dementia Using Clinical, MRI, and Plasma Biomarkers via Probabilistic Pattern Classification

Publication: 15 minutes to read

Igor O. Korolev , Laura L. Symonds, Andrea C. Bozoki, et al.

February 12, 2016

General

High-performance medicine: the convergence of human and artificial intelligence

Publication: 10 minutes to read

Eric J Topol

January 07, 2019

General

The reproducibility crisis in the age of digital medicine

Publication: 15 minutes to read

Aaron Stupple, David Singerman & Leo Anthony Celi

January 29, 2019

General

Machine learning and medical education

Publication: 10 minutes to read

Vijaya B. Kolachalama, Priya S. Garg et al.

September 27, 2018

Imaging/Radiology

Canadian Association of Radiologists: suggested readings

xx

Canadian Association of Radiologists

Imaging/Radiology

Image reconstruction by domain-transform manifold learning

Publication: 10 minutes to read

Bo Zhu, Jeremiah Z. Liu, Stephen F. Cauley et al.

March 22, 2018

Critical Care

An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU

Publication: 15 minutes to read

Shamim Nemati, Andre Holder, Fereshteh Razmi et al.

April 01, 2018

Behavioral science/Psychiatry

Prediction Models of Functional Outcomes for Individuals in the Clinical High-Risk State for Psychosis or With Recent-Onset Depression

Publication: 15 minutes to read

Nikolaos Koutsouleris MD Lana Kambeitz-Ilankovic PhD, Stephan Ruhrmann, MD et al.

September 26, 2018

Cancer/

Pathology

Spatial Architecture and Arrangement of Tumor-Infiltrating Lymphocytes for Predicting Likelihood of Recurrence in Early-Stage Non–Small Cell Lung Cancer

Publication: 15 minutes to read

Germán Corredor, Xiangxue Wang, Yu Zhou et al.

March 01, 2019

Cancer/

Pathology

Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning

Publication: 15 minutes to read

Coudray et al.

September 17, 2018

Anesthesiology/

Surgery

Identify and monitor clinical variation using machine intelligence: a pilot in colorectal surgery

Publication: 10 minutes to read

Maheshwari K, Cywinski J, Mathur P, et al

September 24, 2018

Anesthesiology

Development and Validation of a Deep Neural Network Model for Prediction of Postoperative In-hospital Mortality

Publication: 15 minutes to read

Christine K. Lee, M.S., Ph.D.; Ira Hofer, M.D.; Eilon Gabel, M.D. et al

October 01, 2018

Anesthesiology

Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis

Publication: 15 minutes to read

Feras Hatib, Ph.D.; Zhongping Jian, Ph.D.; Sai Buddi, Ph.D. et al

October 01, 2018

Anesthesiology

Supervised Machine-learning Predictive Analytics for Prediction of Postinduction Hypotension

Publication: 15 minutes to read

Samir Kendale, M.D.; Prathamesh Kulkarni, Ph.D.; Andrew D. Rosenberg, M.D et al

October 01, 2018

Anesthesiology

Hypotension Prediction Index for Prevention of Hypotension during Moderate- to High-risk Noncardiac Surgery: A Pilot Randomized Trial

Publication: 15 minutes to read

Kamal Maheshwari et al.

December 01, 2020

Cancer/

Imaging/Radiology

Machine Learning Applications in Head and Neck Radiation Oncology: Lessons From Open-Source Radiomics Challenges

Publication: 15 minutes to read

Hesham Elhalawami et al.

August 17, 2018

Ophthalmology

Pivotal trial of an autonomous AI-based diagnostic system for detection of diabetic retinopathy in primary care offices Ophthalmology

Publication: 10 minutes to read

Michael D. Abràmoff Philip T. Lavin, et al

August 28, 2018

General

Scalable and accurate deep learning with electronic health records

Publication: 15 minutes to read

Alvin Rajkomar, et al.

May 08, 2018

Imaging/Radiology

Deep Learning: A Primer for Radiologists

Publication: 15 minutes to read

Chartrand G, Cheng PM, Vorontsov E, et al

November 13, 2017

Cancer/

Imaging/Radiology

Prostate shapes on pre-treatment MRI between prostate cancer patients who do and do not undergo biochemical recurrence are different: Preliminary Findings

Publication: 15 minutes to read

Soumya Ghose, Rakesh Shiradkar, Mirabela Rusu , et al

November 20, 2017

Cancer/

Imaging/Radiology

Radiogenomic analysis of hypoxia pathway is predictive of overall survival in Glioblastoma

Publication: 15 minutes to read

Niha Beig, Jay Patel, Prateek Prasanna, et al

January 08, 2018

Cardiology

Artificial Intelligence in Cardiology

Kipp W. Johnson, Jessica Torres Soto, Benjamin S. Glicksberg, Khader Shameer, Riccardo Miotto, Mohsin Ali, Euan Ashley and Joel T. Dudley

July 01, 2018

Cardiology

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

Publication: 15 minutes to read

Varun Gulshan, PhD; et al.

December 13, 2016

Cardiology

Machine learning in cardiovascular medicine: are we there yet?

Publication: 15 minutes to read

Shameer K,Johnson KW,Glickberg BS,Dudley JT,Sengupta PP

January 19, 2019

General

What This Computer Needs Is a Physician – Humanism and Artificial Intelligence

Publication: 15 minutes to read

Abraham Verghese, MD; Nigam H.Shah,MBBS,PhD;Robert A. Harrington, MD

January 02, 2018

Critical Care

Artificial intelligence applications in the intensive care unit

Publication: 15 minutes to read

C. William Hanson III, MD, FCCM; Bryan E. Marshall, MD, FRCP, FRCA

July 01, 2001

Behavioral science/Psychiatry

Generation and evaluation of artificial mental health records for Natural Language Processing

Publication: 15 minutes to read

Julia Ive,Natalia Viani,et al.

May 14, 2020

General

Personalized predictions of patient outcomes during and after hospitalization using artificial intelligence

Publication: 15 minutes to read

C. Beau Hilton,Alex Milinovich et al.

April 03, 2020

General

Explainable machine learning models to understand determinants of COVID-19 mortality in the United States

Publication: 15 minutes to read

​Piyush Mathur, Tavpritesh Sethi, Anya Mathur,Kamal Maheshwari, Jacek B Cywinski, Ashish K Khanna, Simran Dua​, Frank Papay

May 26, 2020

Cardiology

Deep learning interpretation of echocardiograms

Publication: 15 minutes to read

Amirata Ghorbani, David Ouyang, James Y. Zou ,et al.

January 24, 2020

Imaging/Radiology

External Evaluation of 3 Commercial Artificial Intelligence Algorithms for Independent Assessment of Screening Mammograms

Publication: 15 minutes to read

Mattie Salim; Erik Wåhlin ; Karin Dembrower, et al.

August 27, 2020

General

Deep representation learning of electronic health records to unlock patient stratification at scale

Publication: 15 minutes to read

Isotta Landi,Benjamin S. Glicksberg, Riccardo Miotto et al.

July 17, 2020

General

BEHRT: Transformer for Electronic Health Records

Publication: 15 minutes to read

Yikuan Li, Shishir Rao

April 28, 2020

General

The clinical artificial intelligence department: a prerequisite for success

Publication: 5 minutes to read

Christopher V. Cosgriff, David J. Stone,Gary Weissman,Romain Pirracchio and Leo Anthony Celi

July 02, 2020

General

In response to ‘The clinical artificial intelligence department: a prerequisite for success’

Publication: 5 minutes to read

Piyush Mathur, Kamal Maheshwari and Frank Papay

August 01, 2020

General

Artificial Intelligence in Healthcare – 2020 Year in Review

Publication: 10 minutes to read

BrainX Community Exclusive

December 26, 2020

General

Artificial Intelligence in Healthcare – 2019 Year in Review

30 minutes to read

BrainX Community Exclusive

February 01, 2020

Book

Secondary Analysis of Electronic Health Records

MIT Critical Data

September 09, 2016

This book trains the next generation of scientists representing different disciplines to leverage the data generated during routine patient care. It formulates a more complete lexicon of evidence-based recommendations and support shared, ethical decision making by doctors with their patients.

General

DiagnosisQA: A semi-automated pipeline for developing clinician validated diagnosis specific QA datasets

30 minutes to read

Shreya Mishra, Raghav Awasthi, Frank Papay, Kamal Maheshawari, Jacek B Cywinski, Ashish Khanna, Piyush Mathur

November 11, 2021

Shreya Mishra, Raghav Awasthi, Piyush Mathur et al.

Anesthesiology

Cardiorespiratory Compromise in the Perioperative Environment – Prediction, Quality, Analytics and AI

Publication: 10 minutes to read

A. Khanna, P. Mathur, J. Cywinkski, K. Maheshwari

December 23, 2020

Viewpoint on impacting perioperative quality using big data analytics and AI.

General

Explainable machine learning models to understand determinants of COVID-19 mortality in the United States

Publication: 15 minutes to read

​Piyush Mathur, Tavpritesh Sethi, Anya Mathur,Kamal Maheshwari, Jacek B Cywinski, Ashish K Khanna, Simran Dua​, Frank Papay

May 26, 2020

Feature importance based determinants evaluation using two machine learning models.
Dataset: Determinants of COVID-19 mortality in the United States dataset(BrainX)
https://figshare.com/articles/dataset/COVID-19_project_BrainX_Tav_May4_csv/12780872

General

In response to ‘The clinical artificial intelligence department: a prerequisite for success’

Publication: 5 minutes to read

Piyush Mathur, Kamal Maheshwari and Frank Papay

August 01, 2020

What is the ideal structure of AI department or center?

General

Artificial Intelligence in Healthcare – 2020 Year in Review

Publication: 10 minutes to read

BrainX Community Exclusive

December 26, 2020

BrainX Community Exclusive! – A review of 5000+ peer reviewed publications with specialist reviews.

General

Artificial Intelligence in Healthcare – 2019 Year in Review

30 minutes to read

BrainX Community Exclusive

February 01, 2020

A review of 3000+ peer reviewed publications related to artificial intelligence in healthcare published in 2020 with specialist reviews.