Medicine and Health Sciences Commons^™

Feasibility, Acceptability And Initial Efficacy Of A Community-Based Mental Health Literacy Program Delivered By Civil Society Organizations Among Adults In Kenya: A Quasi-Experimental Study, Patrick Mwangala, Venoranda Rebecca Kuboka, Nimo Sharif, Ann Karendi, Gideon Mbithi, Amina Abubakar

Institute for Human Development, East Africa

Mental health literacy (MHL) strategies are crucial for mental health promotion and prevention. This study aimed to determine the acceptability, feasibility, appropriateness and initial efficacy of an adapted MHL program in a community sample of adults in Kenya. This was a quasi-experimental pre-post study conducted from July 2023 through July 2024. The MHL program contained nine modules delivered over 3 days. Participants were assessed at baseline and immediately after the program. The primary outcomes were mental health knowledge and participants’ attitudes on mental health/illness. Secondary outcomes included depressive symptoms, anxiety symptoms, self-perceived social support, self-perceived wellbeing, MHL program acceptability, feasibility …

Patient, Family And Clinician Priorities For Critical Care Research In Asia And Africa: A James Lind Alliance Priority Setting Partnership Using Modified Delphi And Nominal Group Techniques, Ccaa Priority Setting Partnership Steering Group, Teddy Abonyo, Sumaiya Arfin, Diptesh Aryal, Abi Beane, Martina Borellini, Arjen Dondorp, Emma Donley, Punam Gautam, Tiffany Gooden

Anaesthesiology, East Africa

Background This James Lind Alliance (JLA) Priority Setting Partnership aimed to identify and prioritise unanswered questions important to adult patients, their families and health professionals with lived experience of critical care across Asia and Africa.

Methods Modified Delphi techniques were used to generate suggestions using an online survey. Following verification, literature review and content analysis, these suggestions were iteratively codified into emergent topics. Topics were presented in a second online survey for ranking, prior to an online workshop where nominal group technique was used to identify top priority questions across stakeholder groups. Surveys were disseminated using snowballing techniques.

Findings The …

Pregnancy Outcomes Among Women With And Without Hiv Infections Who Underwent Excisional Treatment For High-Grade Cervical Intraepithelial Neoplasia: A Retrospective Cohort Study In Low-Resource Settings, Poli Amubuomombe, Peter Itsura, Philiph Tonui, Elkanah Orang'o, Benjamin Odongo, Patrick Loehrer, Susan Cu-Uvin

Obstetrics and Gynaecology, East Africa

Objective The standard treatment for high-grade squamous intraepithelial lesions is excisional involving the uterine cervix, while surveillance is an acceptable approach for low-grade squamous intraepithelial lesions. There is controversy about excisional treatment on pregnancy outcomes. The objective of this study was to determine pregnancy outcomes in women living with and without HIV who underwent excisional treatment for high-grade cervical intraepithelial lesions.

Design This retrospective cohort study compared the pregnancy outcomes of women with and without HIV who were or were not treated for cervical intraepithelial lesions. A cohort of 488 women with and without HIV infection who did or did …

Use Of Hybrid Versus Video-Only Teledermatology Varies By Condition: A Cross-Sectional Study Of 2064 Encounters, Jacqueline Penn, Kathryn Achuck, Christine Deng, Richard W. Hass, Elizabeth Jones

Department of Medicine Faculty Papers

No abstract provided.

Management Of Displaced Supracondylar Fractures Of The Humerus Using Lateral Versus Crossed Kirschner Wires: A Prospective Randomized Controlled Clinical Trial, Ashlee Dobbe, Emily K. Schaeffer, Njalalle Baraza, Firoz Miyanji, Christine Alvarez, Anthony P. Cooper, Chris W. Reilly, Kishore Mulpuri

General Surgery, East Africa

Aims: We sought to evaluate whether loss of reduction in lateral Kirschner (K)-wiring is noninferior to crossed K-wiring in closed reduction and percutaneous pinning of Type III supracondylar humerus fractures.

Methods: A prospective, randomized, non-inferiority trial was conducted. Emergency department patients aged three to seven years with Type III supracondylar humerus fractures were invited to participate with informed consent. Block randomization allocated patients into one of two pin configuration groups (lateral or crossed). Surgical technique and postoperative management were standardized between groups. All patients were treated with above-elbow casts, but no strict standardized protocol was applied. The primary outcome was …

Protein Allostery Probed By Ligands Across Sites, Virgil A. Woods

Dissertations, Theses, and Capstone Projects

Allostery is a pervasive regulatory principle throughout biology, yet the structural pathways by which distal inputs alter active‑site chemistry within protein structures remain incompletely defined and exploited. This dissertation uses protein tyrosine phosphatase 1B (PTP1B) as a tractable model to map those pathways with complementary experimental and computational tools. I integrate high‑resolution hydrogen-deuterium exchange mass spectrometry (HDX-MS), room-temperature crystallography, NMR, steady-state kinetics, crystallographic pseudo-ensembles, and machine-learning-guided ligand discovery. The working premise is that regulation reflects redistribution within a conformational ensemble rather than a binary switch. That orthogonal perturbations by small molecules, mutations, and protein partners can be used to both …

A Narrative Review On The Neurobiology Of Lucid Dreaming: Mechanisms And Therapeutic Potential, Tirath Patel, Ashfaq Ahmed, Kinza Irshad, Rahat Ullah, Anaya Noor, Eiman Anwar, Rai Muhammad Umar Khan, Moazzam Akhtar, Fathimathul Henna, Nikhilesh Anand

School of Medicine Publications

Background: Lucid dreaming (LD), which involves being aware of and controlling one's dreams, is of particular interest in the study of consciousness and has potential therapeutic applications. In this narrative review, we highlight the neurobiological aspects of LD, specifically its mechanisms associated with the activation of prefrontal and parietal areas, increased gamma oscillations, and the influence of cholinergic and dopaminergic signaling, primarily during rapid eye movement (REM) sleep.

Objective: To evaluate human data on brain mechanisms and clinical effects, synthesizing the neurobiological foundations and therapeutic possibilities of LD, including remarkably controlled lucid dreams.

Methods: A narrative review of peer-reviewed research …

Overcoming Barriers To Hpv Vaccination In Pakistan: A Critical Need For A Proactive And Culturally-Sensitive Strategy, Syed Ahtisham Halim, Tirath Patel, Syeda Ramish Zehra Kazmi, Momina Khabir, Nikhilesh Anand

School of Medicine Publications

Cervical cancer continues to be one of the major causes of cancer-related mortalities among women worldwide, with a considerable share of this burden affecting developing countries like Pakistan. The addition of the HPV vaccine to the national immunization program of Pakistan had been a crucial leap toward the prevention of cervical cancer. Nevertheless, challenges that threaten the success of such a program are conspicuous. The most important ones are discussed in the letter, including the widespread dissemination of misinformation via social media on unfounded grounds, such as infertility resulting from the vaccine; deep-seated cultural taboos relating to sexual health; and …

Associations Of Child Amygdala Development With Borderline Personality Symptoms During Adolescence, Anna Constantino-Pettit, Kirsten Gilbert, Kiran Boone, Katherine Luking, Benjamin Geselowitz, Rebecca Tillman, Diana Whalen, Joan Luby, Deanna M Barch, Alecia Vogel

2020-Current year OA Pubs

BACKGROUND: The current understanding of the neural correlates of borderline personality disorder (BPD) is limited, but some evidence suggests that alterations in limbic structures play a role in adult BPD. The developmental course of structural neural differences in BPD is unknown. Whether there is specificity for structural alterations in BPD compared to other psychiatric presentations, such as major depressive disorder (MDD), remains unexplored. In the current study, we examined childhood trajectories of 2 limbic regions that have been implicated in BPD, hippocampal and amygdala volume, as they relate to adolescent BPD symptoms compared to MDD symptoms.

METHODS: Participants (n = …

Risk Factors For Anticoagulant-Related Bleeding In Cancer: Traditional And Cancer-Specific Factors, Alexa Loncharich, Brian F Gage, Suhong Luo, Martin Schoen, Amber Afzal, Amir Mahmoud, Kenneth Carson, Su-Hsin Chang, Yan Yan, Kristen M Sanfilippo

2020-Current year OA Pubs

Managing anticoagulant therapy in cancer-associated venous thromboembolism (VTE) is challenging due to risks of recurrent VTE and anticoagulant-related bleeding. Existing clinical risk models for bleeding are limited by discriminatory ability in patients with cancer, perhaps due to the omission of cancer-specific risk factors for bleeding. This study estimated the associations of traditional and cancer-specific risk factors with bleeding requiring hospitalization in patients with cancer-associated VTE prescribed anticoagulant therapy. We conducted a retrospective cohort study using the Veterans Health Administration database to identify patients with cancer-associated VTE between 2012 and 2020. Cancer-associated VTE was defined by diagnostic International Classification of Diseases …

Right Ventricular Thrombus Presenting With Right Ventricular Failure In Septic Shock: A Case Report., Micah Harris

Heart and Vascular Articles

We present a case report of refractory multifactorial shock initially managed as septic shock, requiring multidisciplinary collaboration when the diagnostic pathway was limited by acute kidney injury; the primary learning objective is to highlight clinical decision-making in shock when standard contrast imaging is contraindicated. Echocardiography revealed right ventricular failure with right ventricular thrombus, and pulmonary embolism was strongly suspected but could not be confirmed due to the inability to obtain contrast imaging. Persistent shock prompted a transition from a septic shock-directed strategy to cardiogenic and obstructive shock management. The patient was treated with anticoagulation but was not a candidate for …

Impacts Of Artificial Intelligence On Computed Tomography In Endodontics: An Integrative Review, Camila Da Silva Fagundes, Ana Ligya Monteiro Soares, Fabiofederal University Of Paraíba Luiz Cunha D'Assuncao, Elsbeth Kalenderian, Claudia Batista Melo

School of Dentistry Faculty Research and Publications

Background. Artificial Intelligence (AI), defined as systems capable of replicating human tasks aimed at performing complex tasks and supporting decision-making, is entering the field of Dentistry, standing out with its application in research and clinical practices, such as diagnosis using Cone Beam Computed Tomography. The objective of this study is to identify and organize scientific evidence related to the use of Artificial Intelligence in computed tomography as an advanced resource in Endodontics.

Materials and methods. This study is an integrative review, structured in well-defined steps, namely: formulation of the guiding question, selection of inclusion and exclusion criteria, identification of descriptors …

Glomerular Disease In Patients With Acute Kidney Injury After Vancomycin Treatment-Need For Kidney Biopsy., Mineaki Kitamura, Pooya Zardoost, Anjali A Satoskar

Ambulatory and Primary Care Articles

No abstract provided.

Ischemic Stroke As The Initial Presentation Of Advanced Pancreatic Adenocarcinoma: A Case Of Marantic Endocarditis., Micah Harris

Ambulatory and Primary Care Articles

Nonbacterial thrombotic endocarditis (NBTE), formerly known as marantic endocarditis, is a rare condition characterized by sterile vegetations on cardiac valves and is often associated with hypercoagulable states such as adenocarcinoma. We describe a patient who presented with multiple embolic cerebrovascular accidents, ultimately found to be secondary to NBTE, which served as the initial manifestation of previously undiagnosed advanced pancreatic adenocarcinoma. This case underscores the importance of considering NBTE in patients with multifocal embolic infarcts, particularly when blood cultures are negative, echocardiography reveals valvular abnormalities without evidence of infection, and clinical suspicion for an underlying malignancy is present.

Management Of Mechanical Ventilation In Emergency Medicine: A Scoping Review, Robert J Klemisch, Mitchell S Hymowitz, Ryan J Alcantara, Brendan F Mullan, Margaret L Davis, Rachel Blume, Nicholas J Johnson, Brian M Fuller

2020-Current year OA Pubs

OBJECTIVES: Invasive mechanical ventilation is used for approximately 250,000 emergency medicine (EM) patients annually and continues to increase. Despite rising volumes, EM clinicians receive limited training in ventilation management. Much of the existing evidence is derived from other environments, which may not fully apply to the unique conditions of EM. This scoping review broadly categorizes literature on invasive ventilation specific to EM patients and clinicians and identifies knowledge gaps to direct future research.

METHODS: Following Preferred Reporting Items for Systematic Review and Meta-Analysis extension for Scoping Reviews Checklist guidelines, this review comprehensively mapped the literature on optimizing invasive mechanical ventilation …

Loss Of Beta-Cell Identity And Function As A Mechanism Of Secondary Failure Of Sulfonylurea Therapy In Diabetes, Sumit Patel, Zihan Yan, Maria S Remedi

2020-Current year OA Pubs

Sulfonylureas, commonly used to treat type 2 diabetes (T2D), often lose effectiveness over time when used as monotherapy; however, the underlying mechanisms remain unclear. To investigate the mechanisms of sulfonylurea failure, glibenclamide-releasing pellets were implanted in KK mice, a polygenic model that spontaneously develops T2D. KK mice receiving placebo pellets (KK-Placebo) developed hyperglycemia, hyperinsulinemia, glucose intolerance, and insulin resistance. Notably, KK mice implanted with glibenclamide (KK-Glib) showed improved blood glucose levels during the first 7 days, returning to KK-Placebo levels thereafter. KK-Glib mice exhibited reduced plasma insulin levels and insulin secretion in response to a glucose challenge compared with the …

Adult Out Of Hospital Cardiac Arrest Criteria For Extracorporeal Cardiopulmonary Resuscitation Activation May Not Be The Same For Pediatric Out Of Hospital Cardiac Arrest, Lindsay Fick, Sherouk A. Abdelmoity, Jennifer Flint, Ashley Sherman, Jenna Miller

Presentations

Pediatric out-of-hospital cardiac arrest (OHCA) remains a high-mortality event, with survival to discharge consistently below 10%. Although extracorporeal cardiopulmonary resuscitation (E-CPR) improves outcomes for in-hospital cardiac arrest, its application in the pre-hospital environment is not well defined for pediatrics. Identifying which pediatric patients might benefit from OHCA ECPR activation is essential for developing feasible pre hospital pediatric E-CPR systems. Preliminary analysis of applying  criteria for adult OHCA ECPR activation can provide a crucial next step in establishing feasibility and applicability for the pediatric patient population.

Methods

A single center retrospective review was conducted of pediatric OHCA cases presenting from 2018–2025. …

The Long-Term Effectiveness Of The Anti-Obesity Medication Phentermine (Leap) Trial: Rationale, Design, And Baseline Characteristics, Caroline Blackwell Young, Emily Rives, Kimberly A Gudzune, Byron C Jaeger, Courtney G Simmons, Brian N White, Stephanie A Hooker, Deborah B Horn, Deborah R Young, Jennifer Vesely, Amanda Velazquez, Catherine Price, Shelly D Cook, Katy Martin-Fernandez, Galina Inzhakova, Nicholas M Pajewski, Jamy D Ard, Kristina H Lewis

Faculty, Staff and Student Publications

Background: Current clinical practice guidelines support the long-term use of pharmacotherapy for obesity treatment. Historically, phentermine has been one of the most prescribed obesity medications (OMs), however, its long-term efficacy and safety have never been evaluated in a randomized trial as its market approval predates such requirements. Here we describe the design, rationale, and baseline characteristics for a 24-month, double-blind, randomized controlled trial evaluating the efficacy, cardiovascular risk, and safety of phentermine in adults with overweight or obesity.

Methods: This multicenter trial will compare outcomes among participants randomized to phentermine 24 mg daily versus placebo for 24 months. All participants …

Longitudinal Peripheral Blood Transcriptomics Reveal Novel Signatures During Cardiac Allograft Rejection., Rachad Ghazal, Min Wang, Akshatha N. Srinivas, Jenny J. Cao, Hridyanshu Vyas, Duan Liu, Asha Nair, Byron H. Smith, Li Wang, Daniel S. Yip, Parag C. Patel, David E. Steidley, Brian W. Hardaway, Alfredo L. Clavell, Sudhir S. Kushwaha, Walter D. Park, Mark D. Stegall, Howard Eisen, Naveen L. Pereira

Division of Cardiology Faculty Papers

Background: Acute cellularrejection (ACR) remains a major cause of morbidity afterhearttransplantation despite advances in immunosuppression. Whole genometranscriptomicprofiling offers a systems-based, unbiased approach to elucidate the molecular mechanisms underlying ACR. However, noninvasive,longitudinal biomarker assessments capable of capturing the temporal dynamics ofrejection biology remain scarce.

Methods: RNA sequencing ofperipheralblood fromheart transplant recipients before, during, and after ACR was compared with nonrejection controls. Pathway analysis was conducted using differentially expressed genes (DEGs), and a machine learning approach was applied to assessgene-based prediction of ACR.

Results: A total of 235 rejection-specific significant DEGs and 863 postrejection DEGs (false discovery rate < 0.05) were identified. During ACR, DEGs were enriched for T-cell activation/differentiation, apoptosis, and B-cell receptor signaling pathways. By combining the 2 sets of DEGs, a panel of 71 common genes was identified that reflected the significant, longitudinal transcriptomic dynamics of ACR. In an elastic net machine learning-based classifier, DYNLL1 and SERF2 were …

February 2026, Swosu Rural Health Center

RURAL ROCKS

• Current Indications for Sodium-Glucose Cotransporter 2 (SGLT2) Inhibitors
• CMS unveils LEAD, its new 10-year accountable care model
• UnitedHealthcare pauses effort to cut RPM coverage after stating the tech has 'no evidence'
• Walgreens unveils PharmStart to strengthen tech-to-pharmacist pipeline
• Rural Health Transformation Program awards announced—Here's who's getting the most in FY2026
• FDA Grants Two National Priority Vouchers
• 2026 Outlook: Hybrid care companies poised for growth driven by economic, policy tailwinds
• Brain Drain: Retail pharmacy struggles to retain pharmacists, pharmacy technicians
• The 5 biggest challenges facing retail pharmacy
• Retail pharmacy must mine the gaps
• CMS Establishes Office of Rural Health Transformation Nationwide …

Quantitative Echocardiography Markers To Denote Severity Of Tricuspid Regurgitation Compared To Cardiac Mri In Single Right Ventricle Variants, Tony Zunica, Daniel Forsha, Janelle Noel-Macdonnell, Anmol Goyal

Posters

Background: Single right ventricle and Hypoplastic Left Heart Syndrome (HLHS) are congenital heart diseases that require multiple palliative surgeries to create a single right ventricular system. 25-30% of these patients develop significant tricuspid regurgitation (TR), which is associated with worse outcomes among all stages of palliation. Echocardiography remains the cornerstone imaging modality for serial evaluation in these patients. However, estimating tricuspid regurgitation is highly subjective in the pediatric population, necessitating need for reliable and reproducible quantitative echocardiography markers. Currently, cardiac magnetic resonance (CMR) is considered the gold standard for quantification of tricuspid regurgitation with good accuracy and reproducibility. Objectives/Goal: Our …

Adapt Vr In Dental Education: Boosting Preclinical Skill And Self-Confidence, Shehabeldin Mohamed Saber Prof.Dr.

Dentistry

Introduction: Preclinical dental training requires extensive feedback and repetition, which traditional manikin exercises often lack. Adapt VR is a cost-effective, immersive system that delivers interactive, adaptive training with real-time feedback. Methods: This comparative study aimed to evaluate the effectiveness of the Adapt VR system in preclinical training. A total of 126 third-year dental students were randomly assigned to an Adapt VR Group 1 (n = 63), acquiring VR learning experience before practicing on laboratory simulators, or a control group (n = 63) who started their training on simulators directly. After practising Class I and II cavity preparations, laboratory performance was …

Transcriptomics And Metabolomics Analysis Reveal Cell Subpopulations Of Trophoblast Cells Associated With Preeclampsia, Xiaojun Zhu, Ying Jiang, Lilin Wang, Peiyue Jiang, Zixing Zhong, Hetong Li, Caihong Zheng, Lujiao Chen, Juan Wei, Xishi Lin, Peng Ding, Zehua Dong, Xiaosheng Wang, Qiong Luo

Faculty, Staff and Student Publications

Placental abnormalities are central to preeclampsia (PE), yet the cellular and molecular mechanisms underlying this dysfunction remain unclear. We applied a multi-layered, integrative approach to investigate placental tissue from patients with PE and matched controls. Single-cell RNA sequencing (scRNA-seq; GSE173193) and bulk RNA sequencing (bulk RNA-seq; GSE203507) datasets were obtained from the Gene Expression Omnibus. The scRNA-seq dataset included two PE and two control samples, whereas the bulk RNA-seq dataset focused on eight early-onset PE and five uncomplicated term births. Trophoblast subpopulations were identified via scRNA-seq, and pseudotime analysis was used to trace differentiation trajectories. Differential expression and pathway enrichment …

Quality Improvement Project: Improving Transitional Care Management (Tcm) Follow-Up Through Medical Assistant Education, Oben Assick

Doctor of Nursing Practice Projects

The underutilization of Transitional Care Management (TCM) services in primary care significantly contributes to preventable hospital readmissions and revenue loss. Despite established Centers for Medicare & Medicaid Services (CMS) guidelines, execution often fails due to knowledge gaps among frontline staff. This quality improvement project addressed low TCM task completion rates by implementing a structured educational intervention for medical assistants (MAs). The purpose was to evaluate whether targeted training improves timely patient follow-up, visit scheduling, and billing accuracy. The project utilized Kotter’s 8-Step Change Model to guide organizational change and the Health Belief Model to address behavioral barriers. A quantitative, quasi-experimental …

A Word From The Writing Team (February 2026), Pam Walter, Mfa, Laura Deloretta, Phd

A Word From the Writing Team (Newsletter)

No abstract provided.

Prevalence And Risk Factors For Laparoscopic Managed Ectopic Pregnancies At A Tertiary Referral Hospital - A 10-Year Synopsis: A Cross Sectional Study, Steve Mutiso, Eric Mugambi

Obstetrics and Gynaecology, East Africa

Background Ectopic pregnancies (EP) are a common pregnancy associated complication. They are associated with significant morbidity, and rarely mortality, if not managed properly. EP have a myriad of predisposing factors that help identify patients at risk and facilitate early diagnosis and intervention. We set out to conduct an audit of EP managed surgically at our hospital for a 10-year period and discern the incidence, prevalence and risk factors of their occurrence.

Methods This study was designed as a Retrospective Clinical Audit based at the Aga Khan University Hospital (AKUH). Study population was all women admitted to AKUH with a diagnosis …

Design And Implementation Of An Aapm Volunteer Database For Advancing Global Medical Physics Initiatives., Teh Lin, Minsun Kim, Courtney Morrison, Jiahan Zhang, Kevin Little, Yan-Hong Xin, Michael Woodward, Peter Sandwall, Eun Young Han

Oncology Articles

PURPOSE: The purpose of this study is to assess American Association of Physicists in Medicine (AAPM) members' availability to volunteer, share their expertise, and promote global collaboration in medical physics by partnering with international colleagues who seek support in strengthening their medical physics practice.

METHODS: The questionnaire was administered to AAPM members to assess their willingness to volunteer, preferred engagement modalities, and availability for different types of volunteer activities. The questionnaire was integrated into the AAPM member profile and covered therapy, diagnostic, and nuclear medicine disciplines, capturing participants' visiting preferences and expertise in teaching and training. Respondents were categorized based …

Mastering The First Year Of Ownership, Amrita Patel Dds

The Journal of the Michigan Dental Association

This column provides a reflective look at the first year of dental practice ownership, describing it as a mix of exhilaration and pressure. It highlights the importance of transitioning from a clinical mindset to one focused on financial clarity, cash flow variability, and team dynamics. The author discusses the necessity of developing efficient systems to resolve bottlenecks and understanding the patient base on a deeper level. The piece emphasizes that leadership confidence grows through action and adjustment.

J Mich Dent Assoc February 2026

The Journal of the Michigan Dental Association

Each month, the Journal of the Michigan Dental Association delivers news, information, and features about Michigan dentistry to our state's oral health community and the MDA's 6,200+ members. It remains the main publication reaching Michigan dentists and is available worldwide through ADA Commons.

The February 2026 (Volume 108, No. 2) issue of the Journal is published in a digital format to provide updates and insights for Michigan's oral health community and MDA members. Print editions occur every other month beginning with January.

This issue includes feature articles on Risk Management and 2025 Servant Leadership as well as a clinical reprint …

Prediction Of First And Multiple Antiretroviral Therapy Interruptions In People Living With Hiv: Comparative Survival Analysis Using Cox And Explainable Machine Learning Models, Donald Salami, Emily Koech, Janet Turan, Kristen Stafford, Lilly Nyagah, Stephen Ohakanu, Anthony Ngugi, Manhattan Charurat

Institute for Human Development, East Africa

Background: The Cox proportional hazards (CPH) model is a common choice for analyzing time-to-treatment interruptions in patients on antiretroviral therapy (ART), valued for its straightforward interpretability and flexibility in handling time-dependent covariates. Machine learning (ML) models have increasingly been adapted for handling temporal data, with added advantages of handling complex, nonlinear relationships and large datasets, and providing clear practical interpretations.

Objective: This study aims to compare the predictive performance of the traditional CPH model and ML models in predicting treatment interruptions among patients on ART, while also providing both global and individual-level explanations to support personalized, data-driven interventions …