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Patient-Specific Predictive Modeling Using Random Forests: An Observational Study for the Critically Ill

All cosine PSM results are from Lee et al [14].Number of similar patients at best predictive performanceBest predictive performance, mean (95% CI)AUROCaAUPRCbAUROCAUPRCRFc PSMdCosine PSMRF PSMCosine PSMRF PSMCosine PSMNo PSMRF PSMCosine PSMNo PSMDCe260100230600.801

Joon Lee

JMIR Med Inform 2017;5(1):e3

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Is Artificial Intelligence Better Than Human Clinicians in Predicting Patient Outcomes?

Joon Lee

J Med Internet Res 2020;22(8):e19918

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Using Machine Learning and Smartphone and Smartwatch Data to Detect Emotional States and Transitions: Exploratory Study

Madeena Sultana, Majed Al-Jefri, Joon Lee

JMIR Mhealth Uhealth 2020;8(9):e17818

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Disease Monitoring and Health Campaign Evaluation Using Google Search Activities for HIV and AIDS, Stroke, Colorectal Cancer, and Marijuana Use in Canada: A Retrospective Observational Study

Rebecca Ling, Joon Lee

JMIR Public Health Surveill 2016;2(2):e156

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The Use of Technology in Identifying Hospital Malnutrition: Scoping Review

Dino Trtovac, Joon Lee

JMIR Med Inform 2018;6(1):e4

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Patient Similarity in Prediction Models Based on Health Data: A Scoping Review

Although Lee et al [39] suggested that computational load can be parallelized, the high computational load of neighborhood-based methods in comparison to other models is not trivial.Cluster-based methods exhibit better scalability than neighborhood-based modeling

Anis Sharafoddini, Joel A Dubin, Joon Lee

JMIR Med Inform 2017;5(1):e7

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Computerized Decision Aids for Shared Decision Making in Serious Illness: Systematic Review

Anna Staszewska, Pearl Zaki, Joon Lee

JMIR Med Inform 2017;5(4):e36

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Smart Devices for Older Adults Managing Chronic Disease: A Scoping Review

Ben YB Kim, Joon Lee

JMIR Mhealth Uhealth 2017;5(5):e69

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Online Reviews as Health Data: Examining the Association Between Availability of Health Care Services and Patient Star Ratings Exemplified by the Yelp Academic Dataset

Nam N Tran, Joon Lee

JMIR Public Health Surveill 2017;3(3):e43

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The Impact of Implementation of a Clinically Integrated Problem-Based Neonatal Electronic Health Record on Documentation Metrics, Provider Satisfaction, and Hospital Reimbursement: A Quality Improvement Project

We report the fiscal impact of improved documentation based on changes in expected APR-DRG-based hospital payments.MethodsBackgroundIn 2014-2015, all physician documentation at Lee Health in Fort Myers, FL, was transitioning from a dictation-based system to

William Liu, Thomas Walsh

JMIR Med Inform 2018;6(2):e40

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