Digital Commons Network^™

Predicting Mental Health Disparities Using Machine Learning For African Americans In Southeastern Virginia, Ismail El Moudden, Michael C. Bittner, Matvey V. Karpov, Isaac O. Osunmakinde, Akosua Acheamponmaa, Breshell J. Nevels, Mamadou T. Mbaye, Tonya L. Fields, Karthiga Jordan, Messaoud Bahoura

Department of Obstetrics & Gynecology Faculty Publications

This study examined mental health disparities among African Americans using AI and machine learning for outcome prediction. Analyzing data from African American adults (18–85) in Southeastern Virginia (2016–2020), we found Mood Affective Disorders were most prevalent (41.66%), followed by Schizophrenia Spectrum and Other Psychotic Disorders. Females predominantly experienced mood disorders, with patient ages typically ranging from late thirties to mid-forties. Medicare coverage was notably high among schizophrenia patients, while emergency admissions and comorbidities significantly impacted total healthcare charges. Machine learning models, including gradient boosting, random forest, neural networks, logistic regression, and Naive Bayes, were validated through 100 repeated 5-fold cross-validations. …

Association Of Mean Arterial, Systolic, And Diastolic Blood Pressure Trends In Early Pregnancy With Superimposed Preeclampsia With Severe Features In Pregnancies Complicated By Chronic Hypertension, Tetsuya Kawakita, Justin M. Leach, George R. Saade, Kim Boggess, Lorraine Dugoff, Brenna L. Hughes, Joseph Bell, Kjersti Aagaard, Rodney K. Edwards, Kelly Gibson, David M. Haas, Lauren Plante, Torri Metz, Brian Casey, Sherri Longo, Matthew K. Hoffman, Kara K. Hoppe, Methodius Tuuli, Michelle Y. Owens, Heather Frey, Todd Rosen, Uma M. Reddy, Wendy Kinzler, Emily Su, Iris Krishna, Mary E. Norton, Daniel Skupski, Yasser Y. El-Sayed, Ronald Librizzi, Mounira Habli, Shauna Williams, Gabriella Pridjian, David S. Mckenna, Sarah Osmundson, Joanne Quinones, Zorina Galis, Lorie Harper, Namasivayam Ambalavanan, Jeff M. Szychowski, Alan T.N. Tita

Department of Obstetrics & Gynecology Faculty Publications

OBJECTIVE: To evaluate the association of longitudinal systolic blood pressure (SBP), diastolic blood pressure (DBP), and mean arterial pressure (MAP) in early pregnancy with later development of superimposed preeclampsia with severe features in pregnancies complicated by mild chronic hypertension.

METHODS: This secondary analysis used data from the CHAP (Chronic Hypertension and Pregnancy) trial, a multicenter randomized controlled trial that involved pregnant individuals with chronic hypertension. Participants were categorized based on the development of superimposed preeclampsia with severe features. Longitudinal blood pressure measurements from enrollment to the development of superimposed preeclampsia with severe features or delivery were assessed using regression models. …

Mobile Health Intervention Tools Promoting Hiv Pre-Exposure Prophylaxis Among Adolescent Girls And Young Women In Sub-Saharan Africa: Scoping Review, Alex Emilio Fischer, Homaira Hanif, Jacob B. Stocks, Aimee E. Rochelle, Karen Dominguez, Eliana Gabriela Armora Langoni, H. Luz Mcnaughton Reyes, Gustavo F. Doncel, Kathryn E. Muessig

Department of Obstetrics & Gynecology Faculty Publications

Background:

In 2022, 3100 adolescent girls and young women in sub-Saharan Africa experienced new HIV infections each week. HIV pre-exposure prophylaxis (PrEP) is effective at preventing HIV but has limited uptake and persistence. Mobile health (mHealth) interventions can improve medication adherence; however, their utility to improve PrEP adherence among adolescent girls and young women is not well established.

Objective:

This scoping review synthesizes evidence supporting mHealth for PrEP among adolescent girls and young women in sub-Saharan Africa and identifies strategies for further evaluation.

Methods:

We searched PubMed and Google Scholar databases, expert referrals, and reference lists using the following eligibility …

Longitudinal Assessment Of Intravillous Arterioles In Normal Pregnancy Using Superb Microvascular Imaging, R. Horgan, E. Sinkovskaya, G. Saade, E. Kalafat, A. Heeze, A. Abuhamad

Department of Obstetrics & Gynecology Faculty Publications

Objective

To use superb microvascular imaging (SMI) to longitudinally evaluate blood flow in intravillous arterioles (IVA) in pregnancy, and to develop reference ranges for IVA pulsatility index (PI) and peak systolic velocity (PSV) from 12 to 38 weeks' gestation.

Methods

The data for this study were obtained from the National Institutes of Health-funded Human Placenta Project. Eligible for inclusion were women aged 18-35 years, with a body mass index of <  30 kg/m², without comorbidities, with a singleton pregnancy conceived spontaneously and a gestational age of ≤ 13 + 6 weeks. Exclusion criteria were maternal or neonatal complications, fetal or umbilical cord anomalies, abnormal placental implantation and delivery <  37 weeks. Each participant underwent eight ultrasound examinations during pregnancy. Using SMI technology, the total number of IVA identified was recorded in a sagittal placental section at the level of cord insertion. The PI and PSV were measured in a total of six IVA (two in the central portion of the placenta, two peripherally towards the uterine fundal portion and two peripherally towards the lower uterine segment). Umbilical artery (UA)-PI was also obtained. Multilevel regression models were used to create reference ranges for IVA-PI and IVA-PSV at 12-38 weeks' gestation.

Results

A total of 90 women fulfilled the study criteria. IVA-PI decreased throughout pregnancy from a mean ± SD of 1.04 ± 0.23 in the first trimester (at 12-13 weeks) …

Timing Of Delivery In Preeclampsia: Time To Reconsider?, Rebecca Horgan, Ahmed S. Z. Moustafa, Mackenzie Mchugh, Tetsuya Kawakita, Baha Sibai, George Saade

Department of Obstetrics & Gynecology Faculty Publications

The article discusses the need to reassess the timing of delivery in cases of preeclampsia, a condition affecting 2%–8% of pregnancies and linked to significant maternal and neonatal risks. It highlights that existing guidelines, primarily based on older studies, may not adequately reflect current clinical practices and advancements in neonatal care. The authors suggest that planned delivery at 34–36 weeks of gestation may offer maternal benefits without increasing short-term neonatal morbidity, while also emphasizing the importance of considering long-term outcomes for both mothers and infants. They advocate for further research, including large-scale randomized trials, to better understand the implications of …

Association Between Adverse Pregnancy Outcomes And Awareness Of Cardiovascular Risk Factors: A Numom2b-Hhs Secondary Analysis, Elizabeth M. Wendl, Amanda A. Allshouse, Ashley Goodwin, Bri Hobbs, Philip Greenland, Lisa Levine, William Grobman, George R. Saade, Natalie Cameron, C. Noel Bairey Merz, Caroline Rouse, Sarah Rogan, Judith H. Chung, Lauren H. Theilen, National Heart, Lung, And Blood Institute Numom2b Heart Health Study Network

Department of Obstetrics & Gynecology Faculty Publications

Background

Adverse pregnancy outcomes (APOs) affect 10%-20% of pregnancies and are associated with increased risk of cardiovascular disease.

Objective

To determine whether the history of APO is associated with a person's awareness of their cardiovascular risk factors (CRF) 2-7 years postpartum.

Methods

This is a secondary analysis of a multicenter cohort study in which nulliparous pregnant people were enrolled in the first trimester and followed prospectively. Participants with a CRF (hypertension, dyslipidemia, and/or prediabetes/diabetes) at follow-up were included. We excluded participants with: pre-gestational diabetes, chronic hypertension, dyslipidemia during the index pregnancy or subsequent pregnancy, and non-fasting blood draws. The exposure …

Effectiveness And Safety Of Intravenous Iron Therapy In Outpatient Obstetrical Clinic For Treatment Of Iron-Deficiency Anemia During Pregnancy, Ellen M. Murrin, Olivia S. Lebeau, Lillian Singer, Mark A. Kassab, Peyton Kalan, Julie Costanzo, Scott A. Sullivan, George L. Maxwell, George R. Saade, Antonio F. Saad

Department of Obstetrics & Gynecology Faculty Publications

Background

Iron-deficiency anemia (IDA) affects over one-third of pregnant patients globally, contributing to severe maternal morbidity and adverse neonatal outcomes. Oral iron supplementation, while cost-effective, is limited by poor absorption, significant gastrointestinal side effects, and poor adherence. The use of intravenous (IV) iron addresses many of these concerns, including eliminating GI side effects and the need for daily therapy. However, administration of IV iron in pregnant patients is typically restricted to specialized infusion centers or hospitals due to concerns about acute side effects, cost, resource utilization, the need for fetal heart rate monitoring, and extended infusion times.

Methods

This descriptive …

Inflammatory Mediators And The Rage Pathway In Placental Tissues Of Pregnancies Complicated By Severe Preeclampsia, Neelima Chandra, Thomas D. Kimble, Kathleen R. Heim, Sharon M. Anderson, Andrew P. Wong, Andrea R. Thurman, Gustavo F. Doncel

CONRAD Publications

Introduction: Preeclampsia (PE) is a complex multisystem disorder of pregnancy associated with abnormal placentation, vascular anomalies, and systemic inflammation and hypertension. Previous research assessing inflammatory triggers of the condition used plasma, amniotic fluid, or explant samples. Studies using placental tissue from either vaginal or cesarean deliveries are confined to semiquantitative analysis using subjective scoring methods and generally involve a small sample size.

Methods: In this study, we have quantified the expression of inflammatory mediators by immunohistochemical image analysis of archived placental tissues obtained from cesarean delivery of preeclamptic, chorioamnionitic, and normal pregnancies.

Results: Among the inflammatory mediators, we found a …

Maternal Mortality According To State Abortion Legislative Climate Following The Us Supreme Court's Dobbs V. Jackson Women's Health Organization Ruling, Emily Nuss, Mari Iwasaki, Lindsay Robbins, Peggy Ye, Misa Hayasaka, George Saade, Tetsuya Kawakita

Department of Obstetrics & Gynecology Faculty Publications

Objective

We aimed to evaluate how maternal mortality rates have evolved across US states following the Dobbs ruling, while accounting for the confounding influence of the coronavirus disease 2019 (COVID-19) pandemic.

Study Design

We conducted a retrospective analysis of publicly available data from the Centers for Disease Control and Prevention Wide-ranging ONline Data for Epidemiologic Research (CDC WONDER) database from January 2018 to December 2024. This study period was divided into three intervals: (1) pre-COVID (January 2018 to February 2020), (2) pandemic (March 2020 to September 2022), and (3) post-Dobbs (October 2022 to December 2024). Using the Kaiser Family Foundation …

Impact Of Rurality On Health Care Utilization Among Australian Residents From 2009 To 2021, Engida Yisma, Martin Jones, Lee San Pauh, Sandra Walsh, Sara Jones, Esther May, Marianne Gillam

Research outputs 2022 to 2026

Purpose: In Australia, there is limited research regarding the effect of rurality on health care utilization using longitudinal data.

Methods: We analyzed data from four annual waves (2009, 2013, 2017, and 2021) of the longitudinal Household, Income and Labour Dynamics in Australia (HILDA) Survey to examine changes in the health care utilization over time among urban and rural residents. Poisson regression models estimated adjusted incidence rate ratios (aIRR) and 95% confidence intervals (CIs) for rural versus urban residents, accounting for a range of health-related and sociodemographic characteristics. Health care utilization was measured using four key indicators: visits to family doctor …

Better Sleep Hygiene Is Associated With Better Sleep Health In Mining Shift Workers In Australia, Philipp Beranek, Ian C. Dunican, Travis Cruickshank, Mitchell Turner

Research outputs 2022 to 2026

Australia's mine sites are largely situated in remote locations and operate around the clock. Many shift workers fly to site, where they work 12-hr shifts and sleep in camp accommodation before they return home for the period rostered off work. Mining shift workers experience poor sleep, yet limited research is available on contributing factors. This study investigated, for the first time, the relationship between the sleep health and sleep hygiene in this population. A survey was disseminated to shift workers in the mining industry, utilising a cross-sectional study design. The Sleep Health Index and Sleep Hygiene Index questionnaires were used …

Facilitators, Barriers, And Strategies For Supporting Shared Decision-Making With People With Intellectual Disability: A West Australian Primary Healthcare Professional Perspective, Kathryn Teale, Abigail Lewis, Rachel Skoss

Research outputs 2022 to 2026

Background: Shared decision-making between patients and primary healthcare professionals positively impacts health outcomes. However, people with intellectual disability face additional barriers and require supported shared decision-making (SSDM) to participate. Little is known about how healthcare professionals use SSDM with this population. This paper explores the facilitators and barriers experienced, and strategies/resources employed by healthcare professionals working with people with intellectual disability. Method: Ten purposively sampled primary healthcare professionals participated in semi-structured interviews. This descriptive qualitative study used content analysis. Findings were compared with a proposed model of factors influencing triadic (the person with intellectual disability, their caregiver and the healthcare …

The Impact Of Opening A Private Hospital Emergency Department On The Hospital And Patient Characteristics, Christiana Mustac, John Maxwell, Paola Chivers, Gordon Laing, Terry Bayliss

Research outputs 2022 to 2026

Introduction Australian public hospital emergency departments (EDs) are under increasing pressure with higher patient volumes, failure to meet triage target times and increased ambulance wait times. Further, there is limited literature exploring how the opening of an ED affects Australian hospitals. This study focuses on Hollywood Private Hospital (HPH), a large private hospital in Western Australian which opened their ED in November 2021. The research aimed to examine how the introduction of the ED influenced the hospital’s service demands and resourcing. Method This study investigated hospital inpatient characteristics including admissions, clinical deterioration episodes, deaths, aft er-hours theatre activity and companion …

Improving Hpv Vaccine Rates For Aboriginal Young People Through A Social Media Campaign: An Interrupted Time Series, Natalie A. Strobel, Jocelyn Jones, Kim Gates, Simon L. Turner, Joanne E. Mckenzie, Daniel R. Mcaullay

Research outputs 2022 to 2026

Human papillomavirus (HPV) is a common sexually transmitted infection that can lead to HPV-related cancers such as cervical cancer and other cancers such as anal, vaginal, and penile cancer. HPV rarely produces symptoms and cannot be cured or treated; therefore, vaccination is essential to protect against HPV and HPV-related diseases. However, young Aboriginal and Torres Strait Islander (hereafter, respectfully, ‘Aboriginal’) people are not receiving their HPV vaccine dose, resulting in missed opportunities to be protected from HPV-related cancers. Health promotion is a critical way to empower people to take ownership over and control their health and is a core function …

Espad Ireland 2024 Supplementary Analysis Report: A Closer Look At Teenager Substance Use And Gambling Through Family, Peer, And School Data, Joan Hanafin, Salome Sunday, Helen Fitzmarice, Luke Clancy

Reports

No abstract provided.

Príomhthorthaí Ó Thionscadal Suirbhé Scoileanna Na Heorpa 2024 Maidir Le Halcól Agus Drugaí Eile (Espad)., Espad Group

Reports

Déantar achoimre san fhoilseachán seo ar na príomhthorthaí ón 8ú babhta de Thionscadal Suirbhé Scoileanna na hEorpa maidir le hAlcól agus Drugaí Eile (ESPAD), a rinneadh i measc 113 882 scoláire idir 15 agus 16 bliana d’aois, ar fud 37 tír Eorpacha in 2024. Is léiriú é an t-eagrán seo ar 30 bliain d’fhaireachán a dhéanamh ar iompraíochtaí rioscúla na nógánach ar fud na hEorpa agus tugtar isteach leis béim nua ar fholláine mheabhrach agus ar ghníomhaíochtaí coisctheacha, agus aitheantas á thabhairt do thábhacht mhéadaitheach na dtosca sin maidir le torthaí sláinte na n-ógánach a mhúnlú. Tá an tuarascáil seo …

Espad Ireland 2024. European School Survey Project On Alcohol And Other Drugs, Joan Hanafin, Salome Sunday, Helen Fitzmarice, Luke Clancy

Reports

No abstract provided.

Automated Abdominal Aortic Calcification Scoring From Vertebral Fracture Assessment Images And Fall-Associated Hospitalisations: The Manitoba Bone Mineral Density Registry, Marc Sim, Abadi K. Gebre, Jack Dalla Via, Siobhan Reid, Mohammad Jafari Jozani, Douglas Kimelman, Barret A. Monchka, Syed Zulqarnain Gilani, Zaid Ilyas, Cassandra Smith, David Suter, John T. Schousboe, Joshua R. Lewis, William D. Leslie

Research outputs 2022 to 2026

Abdominal aortic calcification (AAC), a subclinical measure of cardiovascular disease (CVD) that can be assessed on vertebral fracture assessment (VFA) images during osteoporosis screening, is reported to be a falls risk factor. A limitation to incorporating AAC clinically is that its scoring requires trained experts and is time-consuming. We examined if our machine learning (ML) algorithm for AAC (ML-AAC24) is associated with a higher fall-associated hospitalisation risk in the Manitoba Bone Mineral Density (BMD) Registry. A total of 8565 individuals (94.0% female, age 75.7 ± 6.8 years) who had a BMD and VFA image from DXA between February 2010 and …

Gestational Age–Specific Prevalence Of Preeclampsia Among Pregnant Women In Ghana: A Hospital-Based Retrospective Observational Study, Wina Ivy Ofori Boadu, Enoch Odame Anto, Akua Benewaah Asamoah, Ezekiel Ansah, Godfred Yawson Scott, Emmanuel Ekow Korsah, Joseph Frimpong, Valentine Christian Kodzo Tsatsu Tamakloe, Michael Nyantakyi, Agartha Odame Anto, Emmanuel Timmy Donkoh, Kwame Ofori Boadu, Richard Vikpebah Duneeh, Frederick Ayensu, Christian Obirikorang

Research outputs 2022 to 2026

Background: Preeclampsia is responsible for a significant rate of maternal morbidity and mortality worldwide. Gestational age as a risk factor has a significant impact on fetal outcomes in pregnancies affected by preeclampsia. However, to our knowledge, no study has identified the gestational age–specific prevalence of preeclampsia in Ghana. Thus, this study ascertained the gestational age–specific prevalence of preeclampsia as well as its associated factors. Methods: A hospital-based retrospective observational study was conducted by reviewing data collected from the maternal birth register on 619 pregnant women who delivered at the facility from 1st January 2021 to 31st December 2021. Results: Out …

Investigating The Interplay Of Thermal, Lighting, And Acoustics In Intensive Care For Enhanced Patient Well-Being And Clinical Outcomes, Emil E. Jonescu, Edward Litton, Benjamin Farrell

Research outputs 2022 to 2026

This research explores the interplay among noise levels, thermal conditions, and lighting intensity in an intensive care unit (ICU), focusing on preserving circadian rhythm and promoting nighttime sleep to advance patient-centric care. This investigation assesses lighting levels (Lux), natural versus artificial light ratios, ICU room temperature, and correlations with acoustic data during a field research period and examines the collective impact of patient exposure to sleep linked to delirium and health outcomes, addressing critical gaps in understanding. Findings reveal that noise levels between 60 and 90 dB(A) during patient occupancy exceed sleep disruption thresholds, with daytime averages of 53.6 dB(A) …

Decolonising Outcome Measurement: A Systematic Review Of Health And Wellbeing Measures For Māori, Margaret Sandham, Maree Roche, Melissa Carey, Richard J. Siegert, Rebecca J. Jarden

Research outputs 2022 to 2026

The objective of the study is to conduct a systematic review and methodological quality appraisal on studies reporting the development of health and wellbeing outcome measures for Māori (Indigenous people of New Zealand), identify common features and processes, and critically appraise the measures using the COnsensus-based Standards for the selection of health Measurement INstruments (COSMIN). Key databases were searched using key terms in May 2022 without date limiters. English or Māori language publications were included if they reported Māori health and wellbeing outcome measure development. Studies were then appraised using the COSMIN. Seven publications developed outcome measures and seven reported …

Assessment Of The Psychometric Properties Of The Mask Usability Scale: A Measure Of The Perceived Usability Of N95 Respirators Among Healthcare Students And Staff, Lorna Kwai Ping Suen, Wai Hang Kwok, Ignatius Tak Sun Yu, Sony Nai Yeung So, Kin Cheung, Paul Hong Lee, Lily Yuen Wah Ho, Ka Yan Ko, Sukki Ho, Simon Ching Lam

Research outputs 2022 to 2026

Aim: To test the reliability and construct validity of the Mask Usability Scale in healthcare students and staff. Design: A methodological study involving repeated measures. Methods: The study included two batches of participants: (1) 283 university nursing students and (2) 1753 participants composed of students (61%) and clinical staff (39%). All participants underwent N95 respirator fit tests and user seal checks. They also responded to the Mask Usability Scale, which comprises 11 items evaluated using Likert scales. The internal consistency was assessed using Cronbach's alpha and item–total correlation test. Test–retest reliability was evaluated by the intraclass correlation coefficient (ICC). The …

Hospital Volunteer Programs For Older People: A Systematic Scoping Review, Rosemary Saunders, Francine Antoinette Ocampo, Renée Graham, Angela Christiansen, Michelle Gay, Karla Seaman

Research outputs 2022 to 2026

Introduction: Volunteers play an important role in supporting patients in hospitals, especially older adult patients who may have increased care needs. This systematic scoping review aimed to synthesise evidence related to qualitative evaluations of hospital-based therapeutically oriented volunteer programs for older patients from the perspective of clinicians (nurses, doctors, and allied health professionals), and stakeholders (patients, families, and volunteers). Methods: Nine databases were searched from January 2002 to November 2022. Of the 549 articles identified, 15 were included in the final review. Results: The evidence demonstrated that clinicians, patients, families, and volunteers could all see the benefits of volunteer programs …

Investigating Falls Risk Awareness In Hospitals Using The Self-Awareness Of Falls Risk Measure (Safrm): Empirical Research Quantitative, Elissa Dabkowski, Simon J. Cooper, Jhodie Duncan, Karen Missen

Research outputs 2022 to 2026

Aim: The overarching aim of this study was to explore patients' falls risk awareness in hospitals using section A of the validated Self Awareness of Falls Risk Measure (SAFRM). Design: Descriptive cross-sectional study design. Setting: Three rural/regional hospitals in the State of Victoria, Australia. Methods: Using a purposive sampling strategy, patients were eligible to participate if aged ≥ 40 years, English-speaking, and have ambulatory capacity prior to hospital admission. Participants were excluded from the study if they returned a Standardised Mini-Mental State Examination (SMMSE) score < 18. Falls risk awareness data was collected from both patient and health professionals using section A of the SAFRM. Patient demographic data was collected from patient medical records. Results: A total of 77 patients (72.9 years ±11.2) and 58 health professionals were recruited. Patients had a significant difference in falls risk awareness when compared to their clinician (z = −2.08, p = 0.038). Regression analyses showed that patients were more likely to overestimate their falls risk if they used anticoagulant medication and if their highest education level was less than or equal year 11. An exploratory factor analysis (EFA) revealed a three-factor solution from section A of the SAFRM, which were labelled Physical Activity Awareness, Cognitive Awareness and Balance Awareness. Conclusions: There was a significant difference in patients' falls risk awareness compared to a health professional. The independent associations of variables with falls risk awareness, such as age, education level and medication use, further our understanding of the differences in falls risk awareness. The findings also establish that the 15-item section A SAFRM is a reliable and feasible falls risk perception measure for use in hospitals, with future research recommended to evaluate the proposed three-factor model with the addition of tailored hospital falls education. Implications for the Profession and/or Patient Care: The findings from this study establish a significant difference in patients' falls risk awareness compared to their health professional. Section A of the SAFRM is a reliable tool for nurses and other health professionals to establish the presence of a falls risk disparity. The ability to empirically measure this disparity and to determine an under- or overestimation of falls risk is a useful addition to clinical practice. The SAFRM facilitates a person-centred approach to falls prevention by providing opportunities for the clinician to collaborate with the patient and tailor fall prevention strategies. Impact: Problem: Inpatient falls in hospital settings. Main Findings: There was a significant difference in patients' falls risk awareness compared to a health professional. Section A of the Self-Awareness of Falls Risk measure is a reliable and feasible tool to identify under- or overestimation of falls risk perception in hospitals. Patients were more likely to overestimate their falls risk if they used anticoagulant medication and if their highest education level was less than year 11. The findings for a three factor-model Physical Activity Awareness, Cognitive Awareness and Balance Awareness could inform future hospital falls education. Impact: Registered nurses, health professionals, inpatients. Reporting Method: STROBE checklist for cross-sectional studies. Patient or Public Contribution: This study involved the collection of data from patient participants and registered nurses.

Evaluating The Efficacy Of A Serious Game To Deliver Health Education About Invasive Meningococcal Disease: Clustered Randomized Controlled Equivalence Trial, Lauren Bloomfield, Julie Boston, Martin Masek, Lesley Andrew, Donna Barwood, Amanda Devine

Research outputs 2022 to 2026

Background: Invasive meningococcal disease (IMD) is a serious, vaccine-preventable infectious disease that can be life-threatening. Teaching adolescents about the early detection and prevention of IMD can be challenging in a school environment, with educators reporting they lack confidence or expertise to cover this in the classroom environment. Professional guest educators are an alternative to cover specialist topics such as IMD; however, time and resourcing constraints can mean that these educators are not always available. Serious games may be an alternative to face-to-face education, where complex health information may be delivered via self-directed gameplay. Objective: This study aims to develop a …

Undergraduates’ Lifestyle And Suboptimal Health Status (Shs): A Cross-Sectional Study In The Ha’Il Region Of Saudi Arabia, Bandar Alsaif, Collins Otieno Asweto, Sehar Un Nisa Hassan, Mohamed Ali Alzain, Mohammed Elshiekh Saeed, Ahmed Kassar, Kamal Elbssir Mohammed Ali, Mouna Ghorbel, Rafat Zrieq, Wei Wang

Research outputs 2022 to 2026

Background University students in Saudi Arabia are embracing some of the negative traits of the fast-paced modern lifestyle, typified by unhealthy eating, low physical activity, and poor sleep habits that may increase their risk for poor health. Health and holistic well-being at the population level are among the priorities of the 2030 vision of a vibrant society in the Kingdom of Saudi Arabia. The current study thus aims at determining the prevalence and predictive factors of Suboptimal Health Status (SHS) among university students. Methods A cross-sectional study was conducted among 9,026 undergraduate students between 31st May and 15th June 2023. …

Web-Based Application For Reducing Methamphetamine Use Among Aboriginal And Torres Strait Islander People: Randomized Waitlist Controlled Trial, Rachel Reilly, Rebecca Mcketin, Federica Barzi, Tayla Degan, Nadine Ezard, Katherine Conigrave, Julia Butt, Yvette Roe, Handan Wand, Brendan Quinn, Wade Longbottom, Carla Treloar, Adrian Dunlop, James Ward

Research outputs 2022 to 2026

Background: Digital interventions can help to overcome barriers to care, including stigma, geographical distance, and a lack of culturally appropriate treatment options. “We Can Do This” is a web-based app that was designed with input from cultural advisors and end users to support Aboriginal and Torres Strait Islander people seeking to stop or reduce their use of methamphetamine and increase psychosocial well-being.

Objective: This study aimed to evaluate the effectiveness of the “We Can Do This” web-based app as a psychosocial treatment for Aboriginal and Torres Strait Islander people who use methamphetamine.

Methods: The web app was evaluated using a …

Support For Older People Living With Chronic Life-Limiting Illnesses In Rural Ghana, Barbara Adonteng-Kissi, Obed Adonteng-Kissi

Research outputs 2022 to 2026

Summary: This research aims to address formal support needs of informal caregivers (ICs) in the context of long-term care of older people (OP) living with chronic life-limiting illnesses and examine the relationships of ICs of OP with formal support in rural Ghana. We undertook ethnographic interviews with 15 OP; 15 ICs; and 10 healthcare professionals (HPs) after participatory observations during 6 months of fieldwork. This was supported with daily field notes used to collect the needed data and purposively sampled across Gomoa West District in Ghana. The average age of participants was 76 years. Interviews were recorded and transcribed, using …

The Impacts Of Covid-19 Restrictions On Care-Givers Of People With Cognitive Impairment And Their Support Needs: A Mixed-Methods Systematic Review, Loretta Baldassar, Thi N. M. Nguyen, Bronte Jones, Catriona Stevens, Lukasz Krzyzowski, Silvia Lozeva, Simone Marino, Maria G. C. Du Plooy, Johanne Eldridge, Osvaldo P. Almeida, Manonita Ghosh

Research outputs 2022 to 2026

The COVID-19 pandemic and ensuing restrictions/lockdowns have caused significant physical and psychological consequences for people with cognitive impairment who are heavily dependent on their care-givers. However, little is known about the impact on care-givers, the factors that exacerbate their situation and what supports they need. The aims of this paper are threefold: (a) to examine the impact of COVID-19 physical restrictions on both formal and informal care-givers of people with cognitive impairment; (b) to identify attributing factors influencing this impact; and (c) to recognise their support needs. Further, this paper informs future research, policy and practice. Guided by the Joanna …

Metadata Makes Big Data Useful For Ai/Ml-Ready, Equitable Pandemic Response, Sudarshan Anand, Miae Lee, Seshadri S. Vasan

Research outputs 2022 to 2026

While genomic data helps understand the pathogen and its evolution, patient metadata is critical to get the host side of the picture, so that the pandemic response is effective and equitable.

Clinical Relevance: We highlight the importance of patient stratification and metadata to help develop diagnostics, therapies and vaccines as the pathogen (virus) evolves.