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Predicting Appropriate Admission of Bronchiolitis Patients in the Emergency Department: Rationale and Methods

Gang Luo, Bryan L. Stone, Michael D. Johnson, Flory L. Nkoy

JMIR Res Protoc 2016;5(1):e41

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Appropriateness of Hospital Admission for Emergency Department Patients with Bronchiolitis: Secondary Analysis

Gang Luo, Michael D Johnson, Flory L Nkoy, Shan He, Bryan L Stone

JMIR Med Inform 2018;6(4):e10498

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Developing a Model to Predict Hospital Encounters for Asthma in Asthmatic Patients: Secondary Analysis

Gang Luo, Shan He, Bryan L Stone, Flory L Nkoy, Michael D Johnson

JMIR Med Inform 2020;8(1):e16080

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Predicting Appropriate Hospital Admission of Emergency Department Patients with Bronchiolitis: Secondary Analysis

Gang Luo, Bryan L Stone, Flory L Nkoy, Shan He, Michael D Johnson

JMIR Med Inform 2019;7(1):e12591

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Automatically Explaining Machine Learning Prediction Results on Asthma Hospital Visits in Patients With Asthma: Secondary Analysis

Gang Luo, Michael D Johnson, Flory L Nkoy, Shan He, Bryan L Stone

JMIR Med Inform 2020;8(12):e21965

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Automating Construction of Machine Learning Models With Clinical Big Data: Proposal Rationale and Methods

We will flesh out our method’s technical details and write a user manual for Auto-ML.Figure 3 The highest model accuracy gained by Auto-ML over time.Aim 1 (d)Overview For Aim 1 (d), we aim to validate Auto-ML on seven benchmark modeling problems.

Gang Luo, Bryan L Stone, Michael D Johnson, Peter Tarczy-Hornoch, Adam B Wilcox, Sean D Mooney, Xiaoming Sheng, Peter J Haug, Flory L Nkoy

JMIR Res Protoc 2017;6(8):e175

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A Shared Decision-Making Tool to Prevent Substance Abuse: Protocol for a Randomized Controlled Trial

Ju Long, Juntao Michael Yuan, Ron Kim Johnson

JMIR Res Protoc 2018;7(1):e5

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Evaluation of Spin in the Abstracts of Systematic Reviews and Meta-Analyses Focused on the Treatment of Acne Vulgaris: Cross-Sectional Analysis

Ryan Ottwell, Taylor C Rogers, J Michael Anderson, Austin Johnson, Matt Vassar

JMIR Dermatol 2020;3(1):e16978

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Privacy-Preserving Methods for Feature Engineering Using Blockchain: Review, Evaluation, and Proof of Concept

Michael Jones, Matthew Johnson, Mark Shervey, Joel T Dudley, Noah Zimmerman

J Med Internet Res 2019;21(8):e13600

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Building a Secure Biomedical Data Sharing Decentralized App (DApp): Tutorial

Matthew Johnson, Michael Jones, Mark Shervey, Joel T Dudley, Noah Zimmerman

J Med Internet Res 2019;21(10):e13601

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