Automated model versus treating physician for predicting survival time of patients with metastatic cancer

Effect of integrating machine learning mortality estimates with behavioral nudges to increase serious illness conversions among patients with cancer: A stepped-wedge cluster randomized trial.

(2020) Chris Manz et al.   JOURNAL OF CLINICAL ONCOLOGY

Use of electronic medical records in development and validation of risk prediction models of hospital readmission: systematic review

(2020) Elham Mahmoudi et al.   BMJ-British Medical Journal

System for High-Intensity Evaluation During Radiation Therapy (SHIELD-RT): A Prospective Randomized Study of Machine Learning–Directed Clinical Evaluations During Radiation and Chemoradiation

(2020) Julian C. Hong et al.   JOURNAL OF CLINICAL ONCOLOGY

Validation of a Machine Learning Algorithm to Predict 180-Day Mortality for Outpatients With Cancer

(2020) Christopher R. Manz et al.   JAMA Oncology

Impact of Accuracy of Survival Predictions on Quality of End-of-Life Care Among Patients With Metastatic Cancer Who Receive Radiation Therapy

(2019) Katherine Sborov et al.   Journal of Oncology Practice

A scalable discrete-time survival model for neural networks

(2019) Michael F. Gensheimer et al.   PeerJ

Effect of the Serious Illness Care Program in Outpatient Oncology

(2019) Rachelle Bernacki et al.   JAMA Internal Medicine

Stereotactic ablative radiotherapy versus standard of care palliative treatment in patients with oligometastatic cancers (SABR-COMET): a randomised, phase 2, open-label trial

(2019) David A Palma et al.   LANCET

Single-Fraction Stereotactic vs Conventional Multifraction Radiotherapy for Pain Relief in Patients With Predominantly Nonspine Bone Metastases

(2019) Quynh-Nhu Nguyen et al.   JAMA Oncology

Physician judgment versus model predicted prognosis in patients with heart failure

(2019) Tayler A. Buchan et al.   CANADIAN JOURNAL OF CARDIOLOGY

Predicting Overall Survival in Patients with Metastatic Rectal Cancer: a Machine Learning Approach

(2019) Beiqun Zhao et al.   JOURNAL OF GASTROINTESTINAL SURGERY

Predicting Survival for Patients With Metastatic Disease

(2019) Kathryn R.K. Benson et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Defining the Elements of Early Palliative Care That Are Associated With Patient-Reported Outcomes and the Delivery of End-of-Life Care

(2018) Michael Hoerger et al.   JOURNAL OF CLINICAL ONCOLOGY

Implementing Machine Learning in Health Care — Addressing Ethical Challenges

(2018) Danton S. Char et al.   NEW ENGLAND JOURNAL OF MEDICINE

OUP accepted manuscript

(2018)   JNCI-Journal of the National Cancer Institute

Improving palliative care with deep learning

(2018) Anand Avati et al.   BMC Medical Informatics and Decision Making

Variable generalization performance of a deep learning model to detect pneumonia in chest radiographs: A cross-sectional study

(2018) John R. Zech et al.   PLOS MEDICINE

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Comparison of Site of Death, Health Care Utilization, and Hospital Expenditures for Patients Dying With Cancer in 7 Developed Countries

(2016) Justin E. Bekelman et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

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

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Machine learning models in breast cancer survival prediction

(2016) Mitra Montazeri et al.   TECHNOLOGY AND HEALTH CARE

Estimating 1-Year Mortality for High-Risk Primary Care Patients Using the “Surprise” Question

(2016) Joshua R. Lakin et al.   JAMA Internal Medicine

A Systematic Review of Predictions of Survival in Palliative Care: How Accurate Are Clinicians and Who Are the Experts?

(2016) Nicola White et al.   PLoS One

How Accurate Is the Eyeball Test?: A Comparison of Physician's Subjective Assessment Versus Statistical Methods in Estimating Mortality Risk After Cardiac Surgery

(2014) R. Jain et al.  

Simple Prognostic Model for Patients With Advanced Cancer Based on Performance Status

(2014) Raymond W. Jang et al.   Journal of Oncology Practice

Perceived Risk of Ischemic and Bleeding Events in Acute Coronary Syndromes

(2013) Derek P. Chew et al.  

Assessing and combining repeated prognosis of physicians and temporal models in the intensive care

(2012) Lilian Minne et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Can Physicians Accurately Predict Survival Time in Patients with Metastatic Cancer? Analysis of RTOG 97-14

(2008) William F. Hartsell et al.   JOURNAL OF PALLIATIVE MEDICINE