Yik-Ki Jacob Wan
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Author Swipe
View article: Conceptual framework for prediction models of patient deterioration based on nursing documentation patterns: reproducibility and generalizability with a large number of hospitals across the United States
Conceptual framework for prediction models of patient deterioration based on nursing documentation patterns: reproducibility and generalizability with a large number of hospitals across the United States Open
View article: Improved Interpretability Without Performance Reduction in a Sepsis Prediction Risk Score
Improved Interpretability Without Performance Reduction in a Sepsis Prediction Risk Score Open
Objective: Sepsis is a life-threatening response to infection and a major cause of hospital mortality. Machine learning (ML) models have demonstrated better sepsis prediction performance than integer risk scores but are less widely used in…
View article: Conceptual Framework for Prediction Models of Patient Deterioration Based on Nursing Documentation Patterns: Reproducibility and Generalizability with a Large Number of Hospitals Across the United States
Conceptual Framework for Prediction Models of Patient Deterioration Based on Nursing Documentation Patterns: Reproducibility and Generalizability with a Large Number of Hospitals Across the United States Open
View article: Patient Deterioration Prediction Models Using Nursing Documentation Patterns as Predictors: A Reproducibility and Generalizability Study Across a Large Number of Hospitals Across the United States
Patient Deterioration Prediction Models Using Nursing Documentation Patterns as Predictors: A Reproducibility and Generalizability Study Across a Large Number of Hospitals Across the United States Open
View article: Information displays for automated surveillance algorithms of in-hospital patient deterioration: a scoping review
Information displays for automated surveillance algorithms of in-hospital patient deterioration: a scoping review Open
Objective Surveillance algorithms that predict patient decompensation are increasingly integrated with clinical workflows to help identify patients at risk of in-hospital deterioration. This scoping review aimed to identify the design feat…
View article: User interface approaches implemented with automated patient deterioration surveillance tools: protocol for a scoping review
User interface approaches implemented with automated patient deterioration surveillance tools: protocol for a scoping review Open
Introduction Early identification of patients who may suffer from unexpected adverse events (eg, sepsis, sudden cardiac arrest) gives bedside staff valuable lead time to care for these patients appropriately. Consequently, many machine lea…
View article: Interactive Visual Displays for Interpreting the Results of Clinical Trials: Formative Evaluation With Case Vignettes
Interactive Visual Displays for Interpreting the Results of Clinical Trials: Formative Evaluation With Case Vignettes Open
When interpreting and applying RCT findings to case vignettes, physicians preferred interactive graphical and PICO-framework-based information displays that enable direct comparison of the results from multiple RCTs compared to the traditi…
View article: Interactive Visual Displays for Interpreting the Results of Clinical Trials: Formative Evaluation With Case Vignettes (Preprint)
Interactive Visual Displays for Interpreting the Results of Clinical Trials: Formative Evaluation With Case Vignettes (Preprint) Open
BACKGROUND At the point of care, evidence from randomized controlled trials (RCTs) is underutilized in helping clinicians meet their information needs. OBJECTIVE To design interactive visual displays to help clinicians interpret and com…
View article: Melinda - A custom search engine that provides access to locally-developed content using the HL7 Infobutton standard.
Melinda - A custom search engine that provides access to locally-developed content using the HL7 Infobutton standard. Open
Healthcare organizations use care pathways to standardize care, but once developed, adoption rates often remain low. One challenge for usage concerns clinicians' difficulty in accessing guidance when it is most needed. Although the HL7 'In…