Shuhan He
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View article: Entropy removal of clinical features
Entropy removal of clinical features Open
Interpreting clinical findings is fundamental to diagnosis and care. However, the contribution of individual features to reducing diagnostic uncertainty remains unclear. Information theory’s Shannon entropy offers a way to quantify how muc…
View article: Can Green Credit Spur Green Technological Innovation? Evidence from External Financing and Internal Concerns in High-Pollution Enterprises
Can Green Credit Spur Green Technological Innovation? Evidence from External Financing and Internal Concerns in High-Pollution Enterprises Open
This paper investigates the impact of green credit policy (GCP) on the green technological innovation capacity of heavily polluting enterprises (HPEs) from the perspectives of external financing and internal concerns. Using data from compa…
View article: MEMS: The Sensory Nervous System for Embodied AI Robots
MEMS: The Sensory Nervous System for Embodied AI Robots Open
The rise of embodied artificial intelligence (embodied AI) marks a pivotal shift in AI, moving it from the digital realm into the physical world. This transition aims to create autonomous robots capable of perceiving, reasoning, and acting…
View article: Representation of Medical Concepts in Emojis Using Medical Subject Headings to Identify Gaps and Opportunities: Cross-Sectional Analysis
Representation of Medical Concepts in Emojis Using Medical Subject Headings to Identify Gaps and Opportunities: Cross-Sectional Analysis Open
Background Emoji are a universal visual language widely used in digital communication; yet, their representation of medical concepts remains limited. The introduction of medical emojis, such as the anatomical heart and lungs, highlights th…
View article: Development of a Novel Web-Based Intervention Targeting Pain-Related Outcomes in Individuals With Chronic Orofacial Pain: Protocol for a Mixed Methods Study
Development of a Novel Web-Based Intervention Targeting Pain-Related Outcomes in Individuals With Chronic Orofacial Pain: Protocol for a Mixed Methods Study Open
Background Chronic orofacial pain (COP) is common, costly, and associated with substantial pain interference and emotional distress. Psychosocial treatments for COP are scarce and limited (eg, rely on talking, which is often painful for th…
View article: The Elastic Electronic Health Record: A Five-Tiered Framework for Applying Artificial Intelligence to Electronic Health Record Maintenance, Configuration, and Use
The Elastic Electronic Health Record: A Five-Tiered Framework for Applying Artificial Intelligence to Electronic Health Record Maintenance, Configuration, and Use Open
Properly configuring modern electronic health records (EHRs) has become increasingly challenging for human operators, failing to fully meet the efficiency and cost-saving potential seen with the digitization of other sectors. The integrati…
View article: Development of a Novel Web-Based Intervention Targeting Pain-Related Outcomes in Individuals With Chronic Orofacial Pain: Protocol for a Mixed Methods Study (Preprint)
Development of a Novel Web-Based Intervention Targeting Pain-Related Outcomes in Individuals With Chronic Orofacial Pain: Protocol for a Mixed Methods Study (Preprint) Open
BACKGROUND Chronic orofacial pain (COP) is common, costly, and associated with substantial pain interference and emotional distress. Psychosocial treatments for COP are scarce and limited (eg, rely on talking, which is often painful for t…
View article: Representation of Medical Concepts in Emoji: Cross-Sectional Analysis Using MeSH to Identify Gaps and Opportunities (Preprint)
Representation of Medical Concepts in Emoji: Cross-Sectional Analysis Using MeSH to Identify Gaps and Opportunities (Preprint) Open
BACKGROUND Emoji are a universal visual language widely used in digital communication, yet their representation of medical concepts remains limited. The introduction of medical emoji like the anatomical heart and lungs highlights their po…
View article: Website usability analysis of United States emergency medicine residencies
Website usability analysis of United States emergency medicine residencies Open
Objectives: The Council of Residency Directors (CORD) in Emergency Medicine (EM) has recommended that all residency programs should conduct virtual interviews for the 2020 to 2021 application cycle due to the COVID-19 pandemic. While facto…
View article: Website usability analysis of United States emergency medicine residencies
Website usability analysis of United States emergency medicine residencies Open
Objectives: The Council of Residency Directors (CORD) in Emergency Medicine (EM) has recommended that all residency programs should conduct virtual interviews for the 2020 to 2021 application cycle due to the COVID-19 pandemic. While facto…
View article: The Emergency Leadership Dashboard: A Comprehensive System for Visualizing Operations across Educational, Administrative, and Research Sectors
The Emergency Leadership Dashboard: A Comprehensive System for Visualizing Operations across Educational, Administrative, and Research Sectors Open
Introduction Managing patient care and fulfilling administrative tasks are challenges facing healthcare systems (1). Particularly at university hospitals, emergency departments (EDs) must carry out research and fulfill educational responsi…
View article: Network Analysis in Global Emergency Medicine: Mapping Collaborative Structures and Enhancing Connectivity
Network Analysis in Global Emergency Medicine: Mapping Collaborative Structures and Enhancing Connectivity Open
Introduction Network analysis, which draws from fields including mathematics, sociology, and public health, is essential for interpreting complex data relationships within healthcare information systems. This approach not only highlights i…
View article: The Elastic EHR: A Five-Tiered Framework for Applying AI to Electronic Health Record Maintenance, Configuration, and Use (Preprint)
The Elastic EHR: A Five-Tiered Framework for Applying AI to Electronic Health Record Maintenance, Configuration, and Use (Preprint) Open
UNSTRUCTURED Properly configuring modern electronic health records (EHRs) has become increasingly challenging for human operators, failing to fully meet the efficiency and cost-saving potential seen with the digitization of other sectors.…
View article: Using a Combination of Novel Research Tools to Understand Social Interaction in the Drosophila melanogaster Model for Fragile X Syndrome
Using a Combination of Novel Research Tools to Understand Social Interaction in the Drosophila melanogaster Model for Fragile X Syndrome Open
Fragile X syndrome (FXS), the most common monogenic cause of inherited intellectual disability and autism spectrum disorder, is caused by a full mutation (>200 CGG repeats) in the Fragile X Messenger Ribonucleoprotein 1 (FMR1) gene. Indivi…
View article: Discharge process for patients experiencing homelessness in the emergency department: A thematic qualitative study
Discharge process for patients experiencing homelessness in the emergency department: A thematic qualitative study Open
People experiencing homelessness are more likely to utilize emergency departments than their non-homeless counterparts. However, obtaining a bed in a homeless shelter for patients can be complex. To better understand the challenges of find…
View article: Using a Combination of Novel Research Tools to Understand Social Interaction in the<em> Drosophila melanogaster</em> Model for Fragile X Syndrome
Using a Combination of Novel Research Tools to Understand Social Interaction in the<em> Drosophila melanogaster</em> Model for Fragile X Syndrome Open
Fragile X syndrome (FXS), the most common monogenic cause of inherited intellectual disability and autism spectrum disorder, is caused by a full mutation (&gt;200 CGG repeats) in the Fragile X Messenger Ribonucleoprotein 1 (FMR1) gene.…
View article: Biomedical text readability after hypernym substitution with fine-tuned large language models
Biomedical text readability after hypernym substitution with fine-tuned large language models Open
The advent of patient access to complex medical information online has highlighted the need for simplification of biomedical text to improve patient understanding and engagement in taking ownership of their health. However, comprehension o…
View article: A Building Blocks Approach to Implementing a Telehealth Clinic Model to Improve Primary Care Access in the Philippines: A Large-scale Pilot Project
A Building Blocks Approach to Implementing a Telehealth Clinic Model to Improve Primary Care Access in the Philippines: A Large-scale Pilot Project Open
A limited number of healthcare workers and cost constraints limit primary care access in the Philippines. To test telehealth as a low-cost and effective solution, a large-scale digital health clinic was implemented in the selected urban an…
View article: Neural machine translation of clinical procedure codes for medical diagnosis and uncertainty quantification
Neural machine translation of clinical procedure codes for medical diagnosis and uncertainty quantification Open
A Clinical Decision Support System (CDSS) is designed to enhance clinician decision-making by combining system-generated recommendations with medical expertise. Given the high costs, intensive labor, and time-sensitive nature of medical tr…
View article: Impact of medical technologies may be predicted using constructed graph bibliometrics
Impact of medical technologies may be predicted using constructed graph bibliometrics Open
Scientific research is driven by allocation of funding to different research projects based in part on the predicted scientific impact of the work. Data-driven algorithms can inform decision-making of scarce funding resources by identifyin…
View article: Impact of Medical Technologies may be Predicted Using Constructed Graph Bibliometrics
Impact of Medical Technologies may be Predicted Using Constructed Graph Bibliometrics Open
Scientific research is propelled by allocation of funding to different research projects based in part on the predicted scientific impact of the work. Data-driven algorithms can inform decision-making of funding by identifying likely high-…
View article: Entropy Removal of Medical Diagnostics
Entropy Removal of Medical Diagnostics Open
Shannon entropy is a core concept in machine learning and information theory, particularly in decision tree modeling. Decision tree representations of medical decision-making tools can be generated using diagnostic metrics found in literat…
View article: Network Analysis of Academic Medical Center Websites in the United States
Network Analysis of Academic Medical Center Websites in the United States Open
Healthcare resources are published annually in repositories such as the AHA Annual Survey Database TM . However, these data repositories are created via manual surveying techniques which are cumbersome in collection and not updated as freq…
View article: Digital Impact Factor: A Quality Index for Educational Blogs and Podcasts in Emergency Medicine and Critical Care
Digital Impact Factor: A Quality Index for Educational Blogs and Podcasts in Emergency Medicine and Critical Care Open
The Digital Impact Factor is a measure of the relative effect of educational blogs and podcasts within emergency medicine and critical care.
View article: Influence of ICU Surge and Capacity on COVID Mortality Across U.S. States and Regions During the COVID-19 Pandemic
Influence of ICU Surge and Capacity on COVID Mortality Across U.S. States and Regions During the COVID-19 Pandemic Open
Background To describe the influence of COVID-19 caseload surges and overall capacity in the intensive care unit (ICU) on mortality among US population and census divisions. Methods A retrospective analysis of the national COVID ActNow dat…
View article: PPE needs in the United States during the COVID‐19 pandemic: An analysis using the GetUsPPE online platform
PPE needs in the United States during the COVID‐19 pandemic: An analysis using the GetUsPPE online platform Open
The United States is heavily impacted by the COVID‐19 pandemic starting in 2020. Demand for personal protective equipment (PPE) domestically, along with global surge in demand for PPE during the pandemic, overwhelmed supply chains, leading…