Concepedia

Development of a predictive model for a machine learning–derived shoulder arthroplasty clinical outcome score

Vikas Kumar, Christine Allen, Steven Overman, Ankur Teredesai, Ryan W. Simovitch, Pierre-Henri Flurin, Thomas W. Wright, Joseph D. Zuckerman, Howard Routman, Christopher Roche

Seminars in Arthroplasty JSES · 2021 · 20 citations · 25 references

Concepts

MedicineOrthopaedic SurgeryOrthopedic SurgeryMachine LearningOrthopedicsShoulder SurgeryPredictive Health ModelingRisk PredictionRotator Cuff PathologyShoulder ArthroplastyShoulder DisordersUpper Limb OrthopedicsClinical Decision AlgorithmsPredictive Model AssessmentPredictive Outcome ModelingPredictive Scoring SystemsSurgical Risk Prediction

References

25

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

Computing, Computer Science, Data Science +16

Assessing the Performance of Prediction Models

Ewout W. Steyerberg, Andrew J. Vickers, Nancy R. Cook et al. · Epidemiology · 2009 · 4.9K citations · Full text

Public Health, Biostatistics, Oncology +17

Predicting the Future — Big Data, Machine Learning, and Clinical Medicine

Ziad Obermeyer, Ezekiel Emanuel · New England Journal of Medicine · 2016 · 3.5K citations · Full text

Computing, Pathology, Radiology +17

Wide and Deep Convolutional Neural Networks for Electricity-Theft Detection to Secure Smart Grids

Zibin Zheng, Yatao Yang, Xiangdong Niu et al. · IEEE Transactions on Industrial Informatics · 2017 · 760 citations

Computing, Computer Science, Electrical Engineering +15

Interpretable Machine Learning in Healthcare

Muhammad Aurangzeb Ahmad, Carly Eckert, Ankur Teredesai · 2018 · 508 citations

Computing, Data Science, Health Informatics +17