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High Dimensional Regression Coefficient Test With High Frequency Data, Dachuan Chen, Long Feng, Per A. Myklang, Lan Zhang Mar 2026

High Dimensional Regression Coefficient Test With High Frequency Data, Dachuan Chen, Long Feng, Per A. Myklang, Lan Zhang

Research Collection School Of Economics

This paper presents the first study on high-dimensional regression coefficient tests with high-frequency financial data. These tests allow the number of regressors to be larger than the number of observations within each estimation block and can grow to infinity in asymptotics. In this paper, the sum-type test and max-type test have been proposed, where the former is suitable for the dense alternative (many small betas) and the latter is suitable for the sparse alternative (a very small number of large betas). By showing the asymptotic independence between the sum-type test and max-type test, the paper proposes a third test – …


Expanding Public Health Insurance To Parents: Effect On Parents' And Children’S Well-Being, Michelle Marcus, Xuan Zhang Mar 2026

Expanding Public Health Insurance To Parents: Effect On Parents' And Children’S Well-Being, Michelle Marcus, Xuan Zhang

Research Collection School Of Economics

Expanding public health insurance to parents may not only improve parental outcomes but also have spillover effects on their children. This paper leverages the natural experiment of the Affordable Care Act (ACA) to estimate the causal effects of expanding public health insurance to low-income parents on their well-being and that of their children. Using a difference-in-differences model and data from the 2010–2017 National Health Interview Surveys, we observe significant improvements in health care access, increased health care utilization, reduced financial burdens, and slight improvements in health status among low-income parents. For children in Medicaid expansion states, we find reductions in …


Bespoke Realized Volatility: Tailored Measures Of Risk For Volatility Prediction, Andrew John Patton, Haozhe Zhang Mar 2026

Bespoke Realized Volatility: Tailored Measures Of Risk For Volatility Prediction, Andrew John Patton, Haozhe Zhang

Research Collection School Of Economics

Standard realized volatility (RV) measures estimate the latent volatility of an asset price using high frequency data with no reference to how or where the estimate will subsequently be used. This paper presents methods for “tailoring” the estimate of volatility to the application in which it will be used. For example, if the volatility measure will be used in a specific parametric forecasting model, it may be possible to exploit that knowledge to construct a better measure of volatility. We use methods from machine learning to estimate optimal “bespoke” RVs for heterogeneous autoregressive (HAR) and GARCH-X forecasting applications. We apply …


The Smu Trade Dashboard: Tracking And Quantifying The Trump Ii Tariffs, Pao-Li Chang, Ruoqing Chen, Lin Ma Mar 2026

The Smu Trade Dashboard: Tracking And Quantifying The Trump Ii Tariffs, Pao-Li Chang, Ruoqing Chen, Lin Ma

Research Collection School Of Economics

The SMU Trade Dashboard (https://economics.smu.edu.sg/soetrade/tr ade-dashboard), developed by the SMU Center for Research on International Trade, consists of Tariff Tracker and Trade Simulation functions. The Tariff Tracker allows users to track the tariff applicable to an HS 6-digit product or an ISIC 2-digit sector bymarkets and country origins. The Trade Simulation presents quantitative simulation results of the effects of Trump II tariffs (and the associated tariff responses by its trading partners) on trade flows, welfare, and wages. This companion paper documents the methodologies underlying the tariff data collection protocol and the structuralsimulation designs.


Financial Valuation Of Retirement Village Via Stochastic Modelling Of Disability Prevalence Rates, Jackie Li, Mingke Wang, Jia Liu, Jessica Wai Yin Leung Mar 2026

Financial Valuation Of Retirement Village Via Stochastic Modelling Of Disability Prevalence Rates, Jackie Li, Mingke Wang, Jia Liu, Jessica Wai Yin Leung

Research Collection School Of Economics

Global mortality rates continue to decline, and life expectancy continues its upward trend. Besides mortality levels, policymakers and providers of financial and health services would also be interested in disability prevalence and its potential future trajectories. The length of time in good health versus the duration with major disabilities or long-term illnesses has significant financial implications for both individuals and society. In this paper, we develop Bayesian common factor models to analyse Australian age- and sex-specific disability prevalence rates. In particular, there are one or more common factors shared by both sexes, as well as specific factors for each sex. …


Compensation For Victims Of Crimes: Should Victims’ Financial Means And Insurance Coverage Matter? — Criminal Procedure Code 2010, S 359(1); Public Prosecutor V Ong Eng Siew [2025] Sghc 55, Benjamin Joshua Ong Mar 2026

Compensation For Victims Of Crimes: Should Victims’ Financial Means And Insurance Coverage Matter? — Criminal Procedure Code 2010, S 359(1); Public Prosecutor V Ong Eng Siew [2025] Sghc 55, Benjamin Joshua Ong

Research Collection Yong Pung How School Of Law

Under s 359(1) of the Criminal Procedure Code 2010, the court can order an offender to compensate the victim with a sum which the victim would have been able to recover in a civil claim in tort against the offender. The courts have used this useful power extensively, though problems remain. One such problem is seen in Ong Eng Siew, where the court declined to make a compensation order. Given the purpose of the compensation system, the court was not correct to hold – in effect – that the purpose of s 359(1) is to benefit only impecunious victims, and …


Success And Flourishing In Singapore: The Impact Of Laws And Policies On The Ethos And Character Of A People, Seow Hon Tan Mar 2026

Success And Flourishing In Singapore: The Impact Of Laws And Policies On The Ethos And Character Of A People, Seow Hon Tan

Research Collection Yong Pung How School Of Law

According to virtue jurisprudence, good laws can be conducive to virtuous living; poor laws can contribute to character vices and entrench prejudices. This article focuses on what lies beyond the strict categorization of virtue and vice simpliciter—the ethos and mindset of a people. Using a case study of Singapore, this article examines how law, conceived of in the broadest sense as including policies chosen in a legal regime that leaves the concretization of policies to government bodies, can diminish the capacity and desire of individuals to live examined lives in pursuit of eudaimonia or flourishing. Insofar as living examined lives …


"Role Of Preoperative Echocardiography In Resource-Limited Settings And Delayed Patient Care", Zamanali Khakhar, Shamshudin Mohammedali, Sayed Karar Mar 2026

"Role Of Preoperative Echocardiography In Resource-Limited Settings And Delayed Patient Care", Zamanali Khakhar, Shamshudin Mohammedali, Sayed Karar

General Surgery, East Africa

Preoperative echocardiography has long been used as an effective diagnostic tool in the preoperative assessment of surgical candidates. In elderly patients, hip fractures represent a critical medical emergency with a high risk of complications that can occur if not addressed promptly. Unnecessary preoperative investigations may lead to delays and potentially compromise the quality of patient care. The motivation to evaluate the utility of preoperative echocardiography in select clinical scenarios, particularly in low- and middle-income countries (LMICs) where resources are limited, arose from the case of a 72-year-old female who presented to a tertiary hospital in Nairobi, Kenya, with a right-sided …


Breast Cancer Awareness And Preferences For Screening Messaging On Menstrual Hygiene Products In Ghana And Tanzania, Tingting Mo, Elisabeth Msoka, Clement Narh, Blandina Mmbaga, Modesta Mitao, Getrude Mshana, Janeth Kiwia, Huruma Sapheli, Frank Baiden, Miriam Mutebi Mar 2026

Breast Cancer Awareness And Preferences For Screening Messaging On Menstrual Hygiene Products In Ghana And Tanzania, Tingting Mo, Elisabeth Msoka, Clement Narh, Blandina Mmbaga, Modesta Mitao, Getrude Mshana, Janeth Kiwia, Huruma Sapheli, Frank Baiden, Miriam Mutebi

General Surgery, East Africa

Background Menstrual hygiene products (MHPs) may offer a high-reach, frequent, long-lasting yet underutilized channel for health education, particularly in low-resource settings. This study aimed to explore women’s breast health awareness (BHA) and their attitudes towards and preferences for BHA messages on MHPs.

Methods Women aged 18–49 years in Ghana and Tanzania (n = 438; 216 Ghana, 222 Tanzania), stratified by age and urban/rural setting, completed a questionnaire assessing socio-demographics, BHA, and preferences for BHA messages with MHP. BHA was assessed with an adapted 31-item Breast Cancer Awareness Measure Tool covering 4 domains: breast cancer signs and symptoms, confidence, skills, and …


Table Of Contents (V. 67, No. 4) Mar 2026

Table Of Contents (V. 67, No. 4)

William & Mary Law Review

No abstract provided.


Unacceptable In Any Era: The Unusual And Unconstitutional Effort To Criminalize Sleeping While Homeless, Joseph W. Mead, Shelby Calambokidis Mar 2026

Unacceptable In Any Era: The Unusual And Unconstitutional Effort To Criminalize Sleeping While Homeless, Joseph W. Mead, Shelby Calambokidis

William & Mary Law Review

Grants Pass, Oregon, effectively made it a crime for some of its homeless residents to sleep—a universal and unavoidable biological necessity. In a 2024 decision, the Supreme Court held that the Eighth Amendment’s Cruel and Unusual Punishments Clause posed no obstacle to this law, but it emphasized that other constitutional provisions could place important limits on how cities treat their homeless residents.

This Article argues that modern laws criminalizing sleeping— especially when no shelter is available—represent an unprecedented and unconstitutional departure from centuries of American legal tradition. Tracing the evolution of vagrancy, poor relief, and settlement laws from the Statute …


Perceived Stress And Subjective Happiness In Medical Students Before And After A Wellness Speaker Session, Smaran Marupudi, Jared Hensley, Sriya Gullapalli, David Sta. Maria, Nikhilesh Anand Mar 2026

Perceived Stress And Subjective Happiness In Medical Students Before And After A Wellness Speaker Session, Smaran Marupudi, Jared Hensley, Sriya Gullapalli, David Sta. Maria, Nikhilesh Anand

School of Medicine Publications

Background: Medical students experience psychological stress due to academic workload, thereby leading to a reduction in overall well-being. In response, medical schools are incorporating wellness activities into the curriculum. However, single-session events have not been rigorously evaluated. This pilot study assessed the feasibility and acceptability of a single-session speaker event and examined pre- versus post-event differences in mean stress and happiness scores among survey respondents.

Methods: This study used anonymous, unlinked, pre- and post-event cross-sectional surveys to compare group-level perceived stress and subjective happiness among medical students attending a single-session wellness speaker event. First- and second-year medical students completed validated …


Countering Wahhabism And Promoting Religious Stability In Kazakhstan: Theological Insights From Qawam Ad-Din Al-Itqani, Rizabek Battaluly, Shamshadin Kerim, Nurlan Anarbayev, Ershat Vice-Rector Ongar Mar 2026

Countering Wahhabism And Promoting Religious Stability In Kazakhstan: Theological Insights From Qawam Ad-Din Al-Itqani, Rizabek Battaluly, Shamshadin Kerim, Nurlan Anarbayev, Ershat Vice-Rector Ongar

Occasional Papers on Religion in Eastern Europe

Following Kazakhstan’s independence, the expansion of religious freedoms created a societal religious vacuum, which, coupled with the low level of religious literacy among youth, facilitated the spread of radical ideologies. Historical evidence indicates that Wahhabism entered the region through broader Salafi movements, doctrinally grounded in the teachings of Ibn Taymiyya, contributing notably to inter-religious tensions among younger generations. Traditional Islamic frameworks in Central Asia – the Hanafi school of jurisprudence and the Maturidi creed – have historically played a central role in maintaining religious stability. The scholarly works of Qawam ad-Din al-Itqani, a prominent intellectual from the Turkistan region, systematically …


Digital Commons Statistics For March 2026, Liberty University Mar 2026

Digital Commons Statistics For March 2026, Liberty University

Digital Commons Statistics

No abstract provided.


Molecular Lung Imaging Following Exposure To Radiation Predicts Long-Term Survival In Rats, Anne V. Clough, Kathrina Mpala, Taheri Pardis, Laura Norwood Toro, Andreas M. Beyer, Tracy Gasperetti, Ming Zhao, Sarah Kerns, Heather A. Himburg, Said H. Audi Mar 2026

Molecular Lung Imaging Following Exposure To Radiation Predicts Long-Term Survival In Rats, Anne V. Clough, Kathrina Mpala, Taheri Pardis, Laura Norwood Toro, Andreas M. Beyer, Tracy Gasperetti, Ming Zhao, Sarah Kerns, Heather A. Himburg, Said H. Audi

Mathematical and Statistical Science Faculty Research and Publications

Delayed effects of acute radiation exposure (DEARE), including radiation pneumonitis (lung-DEARE), develop weeks to months after radiation exposure. Pathway-targeted biomarkers that capture early oxidative stress and cell death could improve risk stratification and provide objective measures of mitigator efficacy. The objective was to test whether molecular lung imaging predicts long-term survival and mitigator response after irradiation. Rats received 13.5 Gy leg-out partial-body irradiation with a subset treated with the radiation-injury mitigator lisinopril. Rats underwent lung imaging at weeks 2 and 4 post-irradiation with 99mTc-duramycin (cell death) and 99mTc-HMPAO (oxidative stress). Plasma mitochondrial damage-associated molecular patterns (mtDAMPs) were also …


Sea Level Trends Near Critical Levees In The Sacramento-San Joaquin Delta, Reyna Sanchez Gomez Mar 2026

Sea Level Trends Near Critical Levees In The Sacramento-San Joaquin Delta, Reyna Sanchez Gomez

Master's Theses

The Sacramento-San Joaquin Delta (Delta) levee system faces threats from rising sea levels, land subsidence, and deteriorating levees, all of which pose risks to California’s primary surface water supply. The purpose of this thesis is to assess relative sea level rise (RSLR) and estimate the spatially varying factors that influence water levels in the Delta. This thesis extends the work of Baranes et al. (2023) to the period 1975-2022 by appending recently acquired water-level records (1975-1982) to modern datasets (1982-2022) from 10 water-level stations. These water level datasets were digitized, quality-assured, and referenced to a common geodetic datum, as described …


Demystifying Hardware Formal Verification For Undergraduate Education: A Risc-V Processor Case Study With Coursework Implementation, Riley A. Peters Mar 2026

Demystifying Hardware Formal Verification For Undergraduate Education: A Risc-V Processor Case Study With Coursework Implementation, Riley A. Peters

Master's Theses

Hardware verification engineers apply formal methods to prove that a digital device always behaves according to its specification. This differs from traditional functional verification, in which engineers establish correctness by repeatedly sending test inputs to the device and comparing the outputs against a reference model. With the growing complexity of integrated circuits, the demand for digital verification engineers with formal methods experience has continued to increase. However, California Polytechnic State University: San Luis Obispo's current curriculum lacks dedicated material to prepare students for these roles.

This thesis seeks to address the lack of formal methods material through two efforts. First, …


Measurement And Control Of The Oxidation-Reduction Potential And Its Chemical And Sensory Consequences In Wines, William Jordan Wright Mar 2026

Measurement And Control Of The Oxidation-Reduction Potential And Its Chemical And Sensory Consequences In Wines, William Jordan Wright

Master's Theses

The oxidation-reduction potential (ORP) is a measurement thought to reflect the overall ability of a solution to oxidize or reduce substances within that solution. In wine, there is no absolute agreement as to which substances control or dominate the ORP; however, oxygen, ethanol, iron-tartrate and copper-tartrate complexes, and glutathione are suspected to play key roles, while sulfur dioxide and phenolics may act as buffers. Anecdotally, some varieties of Vitis vinifera are prone to oxidation while others are prone to reduction, though the chemical basis of this remains unclear. The following works aim to further elucidate the influence of specific chemical …


Associations Between Nutrition-Related Chronic Disease And Food Insecurity: Data From The California State University, Elizabeth Ochoa Mar 2026

Associations Between Nutrition-Related Chronic Disease And Food Insecurity: Data From The California State University, Elizabeth Ochoa

Master's Theses

Food insecurity is a growing public health concern consistently associated with elevated rates of nutrition-related chronic disease (NRCD) across the general population. Despite young adulthood being a critical window for dietary pattern formation, this relationship remains minimally explored among college students. This thesis examined associations between food insecurity and NRCD diagnosis, including hypertension, diabetes, hyperlipidemia, and cardiovascular disease, among undergraduate students across the California State University (CSU) system. Cross-sectional data were drawn from the Spring 2021 CSU National College Health Assessment, administered across all 23 campuses. After exclusions, the analytical sample comprised 13,762 students. Bivariate analyses assessed relationships between key …


Environmental Impact Of Preventative Fire-Retardant Applications On Soil Water Chemistry, Patrick C. Michelsen Mar 2026

Environmental Impact Of Preventative Fire-Retardant Applications On Soil Water Chemistry, Patrick C. Michelsen

Master's Theses

Between 1992 and 2012, 84% of all documented wildfires were started by humans. These fires often start around high-risk locations such as power lines and roadsides where fuel loads are near these potential human-caused ignition sources. Point source ignition sites that are surrounded by shrubs or grasslands are especially important because fires that occur within these biomes are responsible for far more destruction of property than forest fires. One strategy that is effective at mitigating the spread of fires from ignition sites that are within grassland or shrub biomes are preventative fire-retardant products (PFRPs). These PFRPs differ from traditional fire-retardant …


A Ship Between Worlds: Illicit Trade, Empire, And Enslavement In The Voyage Of The Nuestra Senora De Las Nieves, 1819-1820, Carly Eastham Mar 2026

A Ship Between Worlds: Illicit Trade, Empire, And Enslavement In The Voyage Of The Nuestra Senora De Las Nieves, 1819-1820, Carly Eastham

Master's Theses

This study examines the illicit Spanish transatlantic slave trade to Cuba during the post-abolition era through a microhistorical analysis of the 1819 voyage of the schooner Nuestra Señora de las Nieves. Despite international efforts to suppress the trade following abolition treaties, this voyage illustrates how Spanish traders adapted their practices to continue trafficking enslaved Africans, fueling Cuba’s booming sugar economy amid shifting geopolitical and economic pressures. Drawing on primary documents seized by the British navy and analyzed alongside relevant secondary scholarship, this research situates the Cuban trade within the broader Atlantic world’s complex cultural, legal, and economic transformations.

The case …


Interpretable Machine Learning For Personalized Profiling Of Mild Cognitive Impairment From Daily Activities, Budhitama Subagdja, Ah-Hwee Tan, Kenneth Kwok, Iris Rawtaer Mar 2026

Interpretable Machine Learning For Personalized Profiling Of Mild Cognitive Impairment From Daily Activities, Budhitama Subagdja, Ah-Hwee Tan, Kenneth Kwok, Iris Rawtaer

Research Collection School Of Computing and Information Systems

Continuous monitoring of individual daily activities is essential to detect mild cognitive impairment (MCI) wherein timely intervention can still be applied to prevent more severe mental decline. Recent approaches in predicting MCI are mostly considering digital biomarkers across individuals but often neglecting specific indicators from a single person over a long period of time. Making this personalized, dynamic, and highly noisy prediction model with irregular distribution of missing information to be explainable and actionable for clinical use, remains a challenge. This paper presents a study on a personalized MCI prediction and profiling from an in-home and mobile cognitive health monitoring …


Cylindformer: Image-To-Point Cloud Registration With Cylindrical Transformer, Jingtao Wang, Hao Tang, Yanpeng Sun, Shengfeng He, Zechao Li Mar 2026

Cylindformer: Image-To-Point Cloud Registration With Cylindrical Transformer, Jingtao Wang, Hao Tang, Yanpeng Sun, Shengfeng He, Zechao Li

Research Collection School Of Computing and Information Systems

Accurate correspondence extraction between distinctive pixel-wise and point-wise features is critical for image-to-point cloud (I2P) registration. Recent efforts leveraging Transformers for I2P feature representation have demonstrated potential, primarily by first capturing intra-modality global contextual dependencies via self-attention, and then learning cross-modality correlations via cross-attention. The strength of vanilla Transformers lies in modeling cross-modality global feature correlations. However, such mechanisms often struggle with the structural disparity between dense image pixels and sparse 3D points, hindering the establishment of fine-grained correspondences. Moreover, global attention may introduce ambiguity, as interactions with many inconsistent regions of intra-modality may degrade feature distinctiveness. To address these …


A Study Of Awareness Of Antiseptics And Disinfectant Use Among Allied Health Sciences Students And Interns Of A Tertiary Care Hospital, Pooja M, Puneeth A, Sharmi Nm Mar 2026

A Study Of Awareness Of Antiseptics And Disinfectant Use Among Allied Health Sciences Students And Interns Of A Tertiary Care Hospital, Pooja M, Puneeth A, Sharmi Nm

Digital Journal of Clinical Medicine

Background:

Antiseptics and disinfectants are among the most vital tools in infection prevention and control (IPC), especially in healthcare settings where the risk of hospital-acquired infections (HAIs) remains a significant concern. This study aims to assess the awareness and knowledge of antiseptics and disinfectants among Allied Health Sciences (AHS) students and interns, identify knowledge gaps at different stages of training, and recommend educational interventions.

Methods:

This was a cross-sectional, questionnaire-based study conducted among 1st to 3rd-year AHS students and interns at a tertiary care hospital. Data were collected using a validated questionnaire via a Google form after obtaining approval from …


Morphea With Seronegative Inflammatory Arthritis And Normal Acute Phase Reactants: A Case Report, Balakrishnan Navaneethakrishnan, Mahabaleshwar Mamadapur Mar 2026

Morphea With Seronegative Inflammatory Arthritis And Normal Acute Phase Reactants: A Case Report, Balakrishnan Navaneethakrishnan, Mahabaleshwar Mamadapur

Digital Journal of Clinical Medicine

Localised scleroderma, also known as morphea, is an immune-mediated fibrosing disorder that primarily affects the skin and subcutaneous tissues. While traditionally considered purely a cutaneous disease, extracutaneous manifestations (especially inflammatory arthritis) are increasingly being appreciated. The combined presence of morphea and inflammatory arthritis is rare and can be difficult to diagnose, particularly when inflammatory markers and serological testing are non-contributory.

Case Summary : We describe a 41-year-old woman with long-standing biopsy-proven morphea who over 2 years developed chronic, asymmetric inflammatory arthritis of the left wrist and hand small joints. On examination, she had active synovitis with restricted movements of her …


Pseudo-Hallucinations: A Diagnostic Conundrum, Dr Sankram Nayak, Manju Aswath, Vathsalya S. Gowda Mar 2026

Pseudo-Hallucinations: A Diagnostic Conundrum, Dr Sankram Nayak, Manju Aswath, Vathsalya S. Gowda

Digital Journal of Clinical Medicine

Background:

Pseudohallucinations are vivid, hallucination-like experiences that are internal, recognized as unreal. Distinguishing from true hallucinations remains a diagnostic challenge.

Case-report

33-year-old female with family history of psychosis presented with 10-year duration of delusion of infidelity and auditory experiences, with normal Biopsychosocial functioning. She had multiple psychiatric consultations, diagnosed as paranoid schizophrenia, treated with  various antipsychotics, ECT, current prescription of clozapine(350mg) with clozapine induced seizure.  Reported that her husband was emotionally unavailable. She described the voices in her head which were non-threatening, praising her for having qualities of an ideal-wife.  They were constant companions giving her solace and hence refrained …


Learn More About Article Processing Waivers And Discounts, Joanne Romano Mar 2026

Learn More About Article Processing Waivers And Discounts, Joanne Romano

TMC Library Newsletter (2015-)

Analysis of the Library’s Publishing Support program reveals over 300 authors benefitted from waivers and discounts from 2023-2025, saving members and institutions around $845,000. Learn more and check your eligibility for this program at the guide Publishing Support at the TMC Library.  The list of participating publishers and details for each agreement are available in the guide. The newest publisher agreement added for 2026 is Springer Nature.


Lunch & Learn Webinar Series, Katie Prentice Mar 2026

Lunch & Learn Webinar Series, Katie Prentice

TMC Library Newsletter (2015-)

We are so excited to bring this series to you and look forward to seeing you in 2026!


Check our institutional repository for presentation and resources guides of archived classes since 2025.


Behavioral Health Resources At The Tmc Library, Joanne Romano Mar 2026

Behavioral Health Resources At The Tmc Library, Joanne Romano

TMC Library Newsletter (2015-)

No abstract provided.


Barriers To Occupational And Physical Therapy Utilization For Children With Cancer, Maria C Swartz, Shiming Zhang, Donna Kelly, Clark R Andersen, Keri Schadler, Alakh P Rajan, Eduardo Gonzalez Villarreal, Stephanie J Wells, Amy Heaton, Karen Moody Mar 2026

Barriers To Occupational And Physical Therapy Utilization For Children With Cancer, Maria C Swartz, Shiming Zhang, Donna Kelly, Clark R Andersen, Keri Schadler, Alakh P Rajan, Eduardo Gonzalez Villarreal, Stephanie J Wells, Amy Heaton, Karen Moody

Faculty, Staff and Student Publications

Introduction: Occupational and physical therapy (OT/PT) referrals and utilization barriers for childhood cancer patients have not been adequately examined. The current study investigated factors influencing referrals to and utilization of OT/PT services among children with cancer at an NIH-designated cancer center.

Methods: This retrospective cohort study included pediatric cancer patients (up to 18.99 years) presenting to the center over a 33.5-month period. Variables that could influence referrals to OT/PT were extracted from the electronic medical record (EMR) including OT and PT referrals (inpatient and outpatient), OT and PT consult completion, age at diagnosis, cancer type, sex, race/ethnicity, insurance, cancer treatment, …