General Reporting guideline for the early-stage clinical evaluation of decision support systems driven by artificial intelligence: DECIDE-AI
30 minutes to read
Baptiste Vasey,et al.
May 18, 2022
Pathology Swarm learning for decentralized artificial intelligence in cancer histopathology
Oliver Lester Saldanha, Jakob Nikolas Kather, et al.
April 25, 2022
Gastroenterology Cost-effectiveness of artificial intelligence for screening colonoscopy: a modelling study
Prof Miguel Areia, MD ;Yuichi Mori, MD ; Prof Prateek Sharma, MD et al.
April 13, 2022
General The medical algorithmic audit
Xiaoxuan Liu; PhD Ben Glocker, PhD ;Lauren Oakden-Rayner, MBBS ,et al.
April 05, 2022
Book Artificial Intelligence Applications in Human Pathology
Ralf Huss and Michael Grunkin
April 01, 2022
General Artificial Intelligence in Healthcare: 2021 Year in Review
February 27, 2022
Anesthesiology/Surgery Artificial Intelligence for Perioperative Medicine: Perioperative Intelligence
Maheshwari, Kamal MD, MPH; Cywinski, Jacek B. MD; Papay, Frank MD; Khanna, Ashish K. MD, FCCP, FCCM, FASA; Mathur, Piyush MD, FCCM, FASA
February 24, 2022
Book Artificial Intelligence in Medicine
Niklas Lidströmer, Hutan Ashrafian
February 01, 2022
Surgery Autonomous robotic laparoscopic surgery for intestinal anastomosis
H. Saeidi, J. D. Opfermann,A. Krieger, et al.
January 26, 2022
General An interactive dashboard to track themes, development maturity, and global equity in clinical artificial intelligence research
J Zhang et al.
November 24, 2021
Critical Care Decoding accelerometry for classification and prediction of critically ill patients with severe brain injury
Shubhanyu Bhattacharyay, John Rattray, Robert D. Stevens
December 08, 2021
Behavioral science/Psychiatry Patterns of Pre-Treatment Reward Task Brain Activation Predict Individual Antidepressant Response: Key Results from the EMBARC Randomized Clinical Trial
Kevin P.Nguyen et al.
September 22, 2021
General DiagnosisQA: A semi-automated pipeline for developing clinician validated diagnosis specific QA datasets
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
Kicky G. van Leeuwen, Frederick J. A. Meijer,Maarten de Rooij, et al.
October 01, 2021
Surgery Automated analysis of ambulatory surgery patient experience comments using artificial intelligence for quality improvement
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
Sandeep Reddy,Wendy Rogers,Piyush Mathur,Blair Kelly,et al.
October 12, 2021
Anesthesiology Assisted Fluid Management Software Guidance for Intraoperative Fluid Administration
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
Book Mathematics for Machine Learning
Marc Peter Deistenroth, Aldo Faisal, Cheng Soon Ong
April 23, 2020
General External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients
Andrew Wong, MD; Erkin Otles, MEng; John P. Donnelly, PhD; et al
June 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 Health Informatics: An Interprofessional Approach 2nd Edition
Ramona Nelson, PhD, RN-BC, ANEF, FAAN and Nancy Staggers, PhD, RN, FAAN
January 31, 2017
Book AI in Health: A Leader’s Guide to Winning in the New Age of Intelligent Health Systems (HIMSS Book Series) 1st Edition
January 01, 2021
Book Artificial Intelligence
Book Artificial Intelligence in Medicine-Technical Basis and Clinical Applications
Lei Xing, Maryellen Geiger and James Min
September 03, 2020
Book Introduction to Computational Health Informatics
Arvind Kumar Bansal, Javed Iqbal Khan and Kaisar Alam
January 14, 2020
Journal Intelligence-Based Medicine
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, 2022
Critical Care Artificial Intelligence in Critical Care
Mathur, Piyush MD, FCCM; Burns, Michael L. MD, PhD
September 01, 2019
Journal BMJ Health & Care Informatics
Surgery Machine Learning Models to Predict Major Adverse Cardiovascular Events After Orthotopic Liver Transplantation: A Cohort Study
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
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
Livia Faes, MD, Siegfried K Wagner, BMBCh, Dun Jack Fu, PhD et al.
Journal Journal of Biomedical And Health Informatics
Book Intelligence-Based Medicine: Artificial Intelligence and Human Cognition in Clinical Medicine and Healthcare
Anthony C. Chang ,MD
Book Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
September 05, 2019
Journal Journal of Medical Artificial Intelligence
Journal THE LANCET: Digital Health
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
Journal Journal of Informatics in health and Medicine(JAMIA)
General BEHRT: Transformer for Electronic Health Records
Yikuan Li, Shishir Rao
December 17, 2020
General Reporting guidelines for clinical trial reports for interventions involving artificial intelligence: the CONSORT-AI extension
Xiaoxuan Liu, et al.
September 01, 2020
Journal Frontiers in Digital Health
Journal Nature Biomedical Engineering
Journal JMIR Medical Informatics
Anesthesiology Machine learning models for perioperative research
Kamal Maheshwari, Piyush Mathur, AlparslanTuran
December 01, 2020
Journal JAMA Network Machine Learning
Critical Care Prediction of hypotension events with physiologic vital sign signatures in the intensive care unit
Joo Heung Yoon, Vincent Jeanselme, Gilles Clermont, et al.
November 25, 2020
Critical Care Perioperative intelligence: applications of artificial intelligence in perioperative medicine
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
Anish N. Bhuva, MBBS et al
October 01, 2019
General How to Read Articles That Use Machine Learning
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
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
Keyang Xu, Mike Lam, Jingzhi Pang et al [BrainX team collaboration]
Imaging/Radiology A comparison of deep learning performance against health-care professionals in detecting diseases from medical imaging: a systematic review and meta-analysis
Xiaoxuan Liu, MBChB, Livia Faes, MD, Aditya U Kale, MBChB et al.
Cardiology An artificial intelligence-enabled ECG algorithm for the identification of patients with atrial fibrillation during sinus rhythm: a retrospective analysis of outcome prediction
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
Nenad Tomašev, Xavier Glorot, Jack W. Rae,
July 31, 2019
General Artificial Intelligence for Clinical Trial Design
Stefan Harrer Pratik Shah Bhavna Antony Jianying Hu
July 17, 2019
Imaging/Radiology Deep Learning to Assess Long-term Mortality From Chest Radiographs
Lu MT, Ivanov A, Mayrhofer T, Hosny et al.
July 19, 2019
General Machine learning as a supportive tool to recognize cardiac arrest in emergency calls
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
Kehl KL, Elmarakeby H, Nishino M, et al.
July 25, 2019
General Machine Learning in Medicine
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
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
Hwang EJ, Park S, Jin K, et al.
March 22, 2019
General Artificial intelligence in healthcare: past, present and future
Lee, J., Mark, R.G.
June 22, 2017
General Evaluation of Machine-Learning Algorithms for Predicting Opioid Overdose Risk Among Medicare Beneficiaries With Opioid Prescriptions
Lo-Ciganic W, Huang JL, Zhang HH, et al.
Neurology Modeling and prediction of clinical symptom trajectories in Alzheimer’s disease using longitudinal data
Bhagwat N, Viviano JD, Voineskos AN et al.
September 14, 2018
Cardiology Fast and accurate view classification of echocardiograms using deep learning
Ali Madani, Ramy Arnaout, Mohammad Mofrad et al.
March 21, 2018
Imaging/Radiology Predicting Progression from Mild Cognitive Impairment to Alzheimer’s Dementia Using Clinical, MRI, and Plasma Biomarkers via Probabilistic Pattern Classification
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
Eric J Topol
General The reproducibility crisis in the age of digital medicine
Aaron Stupple, David Singerman & Leo Anthony Celi
January 29, 2019
General Machine learning and medical education
Vijaya B. Kolachalama, Priya S. Garg et al.
September 27, 2018
Imaging/Radiology Laboratory of Quantitative Imaging and Artificial Intelligence (QIAI): Publications
Daniel L. Rubin, MD, MS
Imaging/Radiology Canadian Association of Radiologists: suggested readings
Canadian Association of Radiologists
Imaging/Radiology Image reconstruction by domain-transform manifold learning
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
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
Nikolaos Koutsouleris MD Lana Kambeitz-Ilankovic PhD, Stephan Ruhrmann, MD et al.
September 26, 2018
Pathology Spatial Architecture and Arrangement of Tumor-Infiltrating Lymphocytes for Predicting Likelihood of Recurrence in Early-Stage Non–Small Cell Lung Cancer
Germán Corredor, Xiangxue Wang, Yu Zhou et al.
March 01, 2019
Pathology Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning
Coudray et al.
September 17, 2018
Anesthesiology Artificial Intelligence for Anesthesia: What the Practicing Clinician Needs to Know: More than Black Magic for the Art of the Dark
Mathis et al.
October 01, 2018
Surgery Identify and monitor clinical variation using machine intelligence: a pilot in colorectal surgery
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
Christine K. Lee, M.S., Ph.D.; Ira Hofer, M.D.; Eilon Gabel, M.D. et al
Anesthesiology Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis
Feras Hatib, Ph.D.; Zhongping Jian, Ph.D.; Sai Buddi, Ph.D. et al
Anesthesiology Supervised Machine-learning Predictive Analytics for Prediction of Postinduction Hypotension
Samir Kendale, M.D.; Prathamesh Kulkarni, Ph.D.; Andrew D. Rosenberg, M.D et al
Anesthesiology Hypotension Prediction Index for Prevention of Hypotension during Moderate- to High-risk Noncardiac Surgery: A Pilot Randomized Trial
Imaging/Radiology Machine Learning Applications in Head and Neck Radiation Oncology: Lessons From Open-Source Radiomics Challenges
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
Michael D. Abràmoff Philip T. Lavin, et al
August 28, 2018
General Scalable and accurate deep learning with electronic health records
Alvin Rajkomar, et al.
May 08, 2018
Imaging/Radiology Deep Learning: A Primer for Radiologists
Chartrand G, Cheng PM, Vorontsov E, et al
November 13, 2017
Imaging/Radiology Prostate shapes on pre-treatment MRI between prostate cancer patients who do and do not undergo biochemical recurrence are different: Preliminary Findings
Soumya Ghose, Rakesh Shiradkar, Mirabela Rusu , et al
November 20, 2017