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2026

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Ai Systems For Physicians: A Review From Socio-Technical And Human-Computer Interaction Perspectives, Wu Jiaqi Young, Fiona Fui-Hoon Nah Jan 2026

Ai Systems For Physicians: A Review From Socio-Technical And Human-Computer Interaction Perspectives, Wu Jiaqi Young, Fiona Fui-Hoon Nah

Research Collection School Of Computing and Information Systems

The adoption of artificial intelligence (AI) in healthcare is accelerating, yet successful implementations of physician-facing AI systems remain limited and uneven. This paper presents a literature review of 40 peer-reviewed studies published between November 2022 and November 2024, spanning clinical, technical, and human-computer interaction (HCI) domains. Anchored in a socio-technical perspective, the review examines our existing understanding of how technical design, user expertise, and organizational factors shape the effectiveness of AI systems in real-world clinical settings. Our analysis identifies two meta-themes: (1) context as a dynamic, multi-level influence that actively reshapes AI system behavior, and (2) trust as an emergent …


Pregnant Women’S Attitudes And Intentions Toward Tuberculosis, Malaria, Group B Streptococcus, And Respiratory Syncytial Virus Vaccines In Pregnant: Findings From A Cross-Sectional Study Of Pregnant Women Living In Brazil, Ghana, Kenya, And Pakistan, Rupali Limaye, Jessica Schue, Berhaun Fesshaye, Prachi Singh, Emily Miller, Renato Souza, Saleem Jessani, Marleen Temmerman, Caroline Dinam Badzi, Molly Sauer, Vanessa Brizuela, Ruth Karron Jan 2026

Pregnant Women’S Attitudes And Intentions Toward Tuberculosis, Malaria, Group B Streptococcus, And Respiratory Syncytial Virus Vaccines In Pregnant: Findings From A Cross-Sectional Study Of Pregnant Women Living In Brazil, Ghana, Kenya, And Pakistan, Rupali Limaye, Jessica Schue, Berhaun Fesshaye, Prachi Singh, Emily Miller, Renato Souza, Saleem Jessani, Marleen Temmerman, Caroline Dinam Badzi, Molly Sauer, Vanessa Brizuela, Ruth Karron

Centre of Excellence in Women and Child Health

There are numerous infections that can adversely impact a developing fetus, neonates, and pregnant women, and there is limited research related to how specific infections experienced during pregnancy can affect these populations. Tuberculosis (TB), malaria, Group B streptococcus (GBS) and respiratory syncytial virus (RSV) can cause negative outcomes to maternal and neonatal health. For TB and GBS, there are vaccines in various stages of clinical trial development, and malaria and RSV vaccines are available. This study aimed to examine pregnant women’s attitudes toward TB, malaria, GBS, and RSV vaccines in Brazil, Ghana, Kenya, and Pakistan. We administered a cross-sectional survey …


Thinkmatter: Panoramic-Aware Instructional Semantics For Monocular Vision-And-Language Navigation, Guangzhao Dai, Shuo Wang, Hao Zhao, Bin Zhu, Qianru Sun, Xiangbo Shu Jan 2026

Thinkmatter: Panoramic-Aware Instructional Semantics For Monocular Vision-And-Language Navigation, Guangzhao Dai, Shuo Wang, Hao Zhao, Bin Zhu, Qianru Sun, Xiangbo Shu

Research Collection School Of Computing and Information Systems

Vision-and-Language Navigation in continuous environments (VLN-CE) requires an embodied robot to navigate the target destination following the natural language instruction. Most existing methods use panoramic RGB-D cameras for 360° observation of environments. However, these methods struggle in real-world applications because of the higher cost of panoramic RGB-D cameras. This paper studies a low-cost and practical VLN-CE setting, e.g., using monocular cameras of limited field of view, which means “Look Less” for visual observations and environment semantics. In this paper, we propose a ThinkMatter framework for monocular VLN-CE, where we motivate monocular robots to “Think More” by 1) generating novel views …


Library Support For Massive Open Online Courses (Moocs) In The Philippines: The Case Of American Corners, Princess Grace Wooden, Darin Jan Tindowen Jan 2026

Library Support For Massive Open Online Courses (Moocs) In The Philippines: The Case Of American Corners, Princess Grace Wooden, Darin Jan Tindowen

Library Philosophy and Practice (e-journal)

This study examined the role of libraries in supporting Massive Open Online Courses (MOOCs) in the Philippines, with particular focus on American Corners as library-based learning spaces. Grounded in the increasing demand for flexible and accessible education, the study aimed to assess the readiness of American Corner libraries and determine the extent of MOOC implementation, as well as examine the relationship between these variables. A quantitative descriptive-correlational research design was employed, involving 28 American Corner staff composed of directors and librarians from 14 participating institutions. Data were collected using a validated survey questionnaire and analyzed through frequency, percentage, weighted mean, …


Uncovering The Disciplinary Pulse Of Library And Information Science Through Large-Scale Topic Modelling Of Openalex Scholarly Literature, Sailendra Malik, Sukumar Mandal Jan 2026

Uncovering The Disciplinary Pulse Of Library And Information Science Through Large-Scale Topic Modelling Of Openalex Scholarly Literature, Sailendra Malik, Sukumar Mandal

Library Philosophy and Practice (e-journal)

Library and Information Science is among the oldest and intellectually pluralistic scholarly disciplines but the inner thematic structure has not been established. The article develops a systematic and data intensive mapping of the field by the Latent Dirichlet Allocation topic modelling to 7,824 articles in the English language indexed in OpenAlex in the year 2000 to 2025. A ten topic solution is an optimised solution that identifies a group of readable and sensible thematic domains including information literacy digital libraries scientometrics archives and scholarly communication. The analysis of temporal trajectory reveals that there have been consistent expansion at the emergent …


Rethinking Library Opac: From Siloed Retrieval To Ai And Ml-Driven Discovery Using Fastapi And Mysql, Sukumar Mandal Jan 2026

Rethinking Library Opac: From Siloed Retrieval To Ai And Ml-Driven Discovery Using Fastapi And Mysql, Sukumar Mandal

Library Philosophy and Practice (e-journal)

The paper explores integration methods between MySQL and FastAPI to develop dynamic Online Public Access Catalog services including functionalities for modern libraries and information centers. It addresses evolving user expectations by replacing rigid keyword-based search models with adaptive, intelligent discovery experiences that prioritize search relevance. The goal involves transforming traditional library retrieval tools into contextual discovery platforms that effectively understand specific user intent and complex needs. The prototype was created on Ubuntu in a customized Python environment. It uses FastAPI to manage asynchronous API calls and MySQL to store bibliographic data. SQLAlchemy abstracts the database layer, and Pydantic validates data. …


Availability And Utilization Of School Library Resources And Its Impacts On The Academic Excellence Of Secondary School Students In Edo State., Iyobosa Ewere Mrs., Ben Asuquo, Glory Mbah Mrs. Jan 2026

Availability And Utilization Of School Library Resources And Its Impacts On The Academic Excellence Of Secondary School Students In Edo State., Iyobosa Ewere Mrs., Ben Asuquo, Glory Mbah Mrs.

Library Philosophy and Practice (e-journal)

The study examines availability, and utilization of school library resources and its impacts on the academic excellence in secondary school libraries in Edo state. The descriptive survey research was adopted for the study. The population of the study was 2162 senior secondary school students from Idia Girls’ College, Boiling Point Academy and UNIBEN Demonstration Secondary School. The sampling techniques used for the study was Random Sampling Technique, a total of 216 respondents was used as the sample size representing 10% of the total population. A well structured questionnaire was designed and distributed to respondents .A total of 216 copies of …


From Digital Skills To Digital Ventures: Exploring The Influence Of Digital Competence On Infopreneurship Intentions Of Library And Information Science Students In Nigerian Polytechnics, Uwaebuka Wisdom Madu Dr., Stephen Adekunle Ajayi Dr Jan 2026

From Digital Skills To Digital Ventures: Exploring The Influence Of Digital Competence On Infopreneurship Intentions Of Library And Information Science Students In Nigerian Polytechnics, Uwaebuka Wisdom Madu Dr., Stephen Adekunle Ajayi Dr

Library Philosophy and Practice (e-journal)

The focus of this study was to investigate the influence of digital competence on infopreneurship intention among Library and Information Science (LIS) students in federal polytechnics in South-West Nigeria, a context characterized by high graduate unemployment and rapid digital transformation. Guided by the Theory of Planned Behaviour and Eshet-Alkalai's Digital Literacy Model, a descriptive survey design was employed. The population comprised 638 final-year LIS students across four federal polytechnics, with a sample of 468 selected through multi-stage sampling. A validated questionnaire with a reliability coefficient of 0.828 was used for data collection. 388 responses amounting to 82.9% response rate was …


Synergistic Removal Of Microplastic Fibres: Integrating Chitosan Coagulation In Hybrid Water Pre-Treatment Systems, Jayasuriya Arachchilage Nimesha Thathsarani Jan 2026

Synergistic Removal Of Microplastic Fibres: Integrating Chitosan Coagulation In Hybrid Water Pre-Treatment Systems, Jayasuriya Arachchilage Nimesha Thathsarani

Theses: Doctorates and Masters

Microplastic fibres (MPFs) are the most prevalent form of microplastics detected in the influents of water and wastewater treatment plants. Owing to their elongated shape and low density, MPFs frequently evade removal even during tertiary processes such as membrane filtration. Enhancing pretreatment, particularly through cost-effective coagulation-flocculation can reduce the treatment burden on downstream systems. However, conventional inorganic coagulants often necessitate high dosages and can leave residual ions, posing environmental concerns.

As a sustainable alternative, the use of environmentally friendly coagulants such as Chitosan has gained attention for MPF removal. While Chitosan exhibits favourable qualities, its practical application is hindered by …


Detecting Habitat Use Of Three Endemic Freshwater Fish Of Far Southwestern Australia, Paige Rhiannon Wilson Jan 2026

Detecting Habitat Use Of Three Endemic Freshwater Fish Of Far Southwestern Australia, Paige Rhiannon Wilson

Theses: Doctorates and Masters

The wetland ecosystems of far southwestern Australia face multiple threats including land clearing, historical cattle grazing, changed hydrology, extensive groundwater extraction, and changed fire regimes. Each is exacerbated by a drying climate, and together they provide a significant challenge to the on-going survival of the freshwater fish in this region particularly fish that are endemic, range restricted, and therefore, more likely to be more vulnerable. This study focuses on three such species: Galaxiella munda, Galaxiella nigrostriata and Lepidogalaxias salamandroides, the latter two of which are known to aestivate.

In order to make conservation decisions regarding management of wetlands for …


The Matusiflute: Exploring Intercultural Collaboration Through Timbral Dízi Emulation Within An Australian-Chinese Orchestral Performance Setting, Gabriel Mcmahon Jan 2026

The Matusiflute: Exploring Intercultural Collaboration Through Timbral Dízi Emulation Within An Australian-Chinese Orchestral Performance Setting, Gabriel Mcmahon

Theses: Doctorates and Masters

This research investigates how the Matusiflute can potentially promote intercultural Sino Western collaboration within solo, chamber and orchestral settings by consciously applying technical and stylistic codes attributed to the dízi (traverse Chinese bamboo flute). Using an autoethnographic approach, I reflect on my engagement with the dízi, its morphology, timbre and stylistic interpretation, and how my pedagogical flute context impacted this approach. These learnings were then applied to the Matusiflute through two premiere performances of a commissioned intercultural work by Nicholas Ng, The Secret of the Golden Flower (2024) for Matusiflute and Chinese Orchestra. The latter being performed in a solo …


An Investigation Into The Mechanisms, Barriers, Degree And Sphere Of Risk Influence In Corporate Security, Nicola Lockhart Jan 2026

An Investigation Into The Mechanisms, Barriers, Degree And Sphere Of Risk Influence In Corporate Security, Nicola Lockhart

Theses: Doctorates and Masters

This study investigates the sphere of corporate security risk influence within organisations, addressing the conceptual and practical ambiguity surrounding the activity’s capacity to shape organisational decisions, behaviours, and risk priorities. While corporate security’s protective role is widely recognised, its broader organisational risk influence remains under-theorised. The study defines the sphere of risk influence as the range of organisational stakeholders and environments with which the corporate security activity interacts, and within which it may engage, persuade, and mobilise action. This sphere is analytically constituted through the intersection of three dimensions: the mechanisms through which influence is attempted, the barriers that constrain …


Getting Ready Right: The Impact And Influence Of The University Appointed Supervisor, Madlen Griffiths Jan 2026

Getting Ready Right: The Impact And Influence Of The University Appointed Supervisor, Madlen Griffiths

Theses: Doctorates and Masters

Initial Teacher Education professional experience is a valued component of teacher education courses, where preservice teachers can practise applying what they have learned at university in classroom settings. Key to these experiences are supervisors, who are employed by the university and support these aspiring teachers during their professional experiences. This supervisory role is complex, underrated, under-theorised and under researched. Consequently, this research sought to address this shortfall through an investigation into the perspectives of two of the major stakeholders in these experiences: the preservice teachers and the supervisors.

Adopting a social constructivist methodology, this research examined the stakeholders’ perceptions of …


The Development Of A Midwifery Specific Tool To Identify The Barriers And Enablers To Change Within The Midwifery Setting, Sara Davis Jan 2026

The Development Of A Midwifery Specific Tool To Identify The Barriers And Enablers To Change Within The Midwifery Setting, Sara Davis

Theses: Doctorates and Masters

Despite being well-positioned to identify service gaps and propose improvements, many midwives lack the knowledge, skills, confidence, or tools to effect practice change. Implementation science (IS) offers a structured approach to moving evidence-based innovations into practice; however, existing IS theories, models, and frameworks do not reflect the unique context of midwifery practice. The first step in the intentional implementation of an evidence-based practice innovation is to conduct a context assessment to identify factors that may facilitate or impede its uptake. There are numerous evidence-based checklists for this, but none capture all the influences on midwifery practice environments.

In this study, …


Enhancing Deep Reinforcement Learning With Expert Demonstrations For Mobile Robot Navigation In Unstructured Off-Road Environments, Dulitha Dabare Jan 2026

Enhancing Deep Reinforcement Learning With Expert Demonstrations For Mobile Robot Navigation In Unstructured Off-Road Environments, Dulitha Dabare

Theses: Doctorates and Masters

Advancements in the field of Deep Learning has ushered in a boom in autonomous navigation research. Most of the work being conducted in this space, however, has focused on on-road urban navigation scenarios, with unstructured outdoor terrain navigation receiving much more limited attention. Given the wide range of applications that exist for legged and wheeled ground robots in off-road environments in areas such as agriculture, mining and disaster recovery, there is a growing need for research work to improve the navigational capabilities of mobile robots deployed in these challenging environments.

A promising candidate for application to these navigation challenges in …


Emotional Coding In Wolfgang Amadeus Mozart’S Music: The Influence Of Text-Driven Musical Patterns, Antonio Toppi Jan 2026

Emotional Coding In Wolfgang Amadeus Mozart’S Music: The Influence Of Text-Driven Musical Patterns, Antonio Toppi

Theses: Doctorates and Masters

This thesis investigates the phenomenon of emotional coding in the music of Wolfgang Amadeus Mozart (1756–1791), with particular attention to the ways in which text-driven musical patterns influence both vocal and instrumental works. The study draws on 18th-century theories of key characteristics, musical-rhetorical figures, and topoi, compositional devices that carried emotional implications for contemporary listeners. These codes are first examined in two of Mozart’s operas, Le Nozze di Figaro (KV492) and Don Giovanni (KV527), where the setting of text to music provides a framework for associating compositional choices with emotion. Findings from the analyses are then applied to three contemporaneous …


Advancing Treatment Of Pleural Infection, Estee Pui Mun Lau Jan 2026

Advancing Treatment Of Pleural Infection, Estee Pui Mun Lau

Theses: Doctorates and Masters

Introduction: Pleural infection remains a major clinical concern, with an increasing incidence worldwide. The use of intrapleural tissue plasminogen activator (tPA) with deoxyribonuclease (DNase) therapy represents a major breakthrough as it offers an effective alternative to surgery for patients who fail conventional treatment. However, the optimal dosage of tPA is yet to be established. Indwelling pleural catheter (IPC)-related infections, especially IPC-related pleural infections are a significant concern and a barrier to the uptake of IPC. The development of a long-term preventative strategy is imperative to promote uptake and improve the quality of life of patients, particularly in those who have …


Development And Evaluation Of A Gc-Msms Method For The Quantification Of Gamma Hydroxybutyrate In Hair, Jacob Robert Keller Jan 2026

Development And Evaluation Of A Gc-Msms Method For The Quantification Of Gamma Hydroxybutyrate In Hair, Jacob Robert Keller

Theses: Doctorates and Masters

Gamma (γ)-hydroxybutyrate (GHB) is an endogenous short-chain fatty acid, and is of forensic importance due to its use in drug facilitated sexual assault (DFSA). Exogenous GHB has a limited window of detection in blood (1-hour) and urine (12-hours). Testing hair allows detection of drugs months after ingestion. This thesis contains a literature review which compares published methods which determine concentration of endogenous GHB in hair to determine which procedures are suitable for experimental comparison. The aims of this thesis were to develop a GC-MS-based method for the detection of GHB, test various methods to improve extraction, determine linearity, precision, accuracy, …


Experimental Investigation Into The Effects Of Air Staging On Fouling In A Fixed-Bed Biomass Combustor, Akram Elsebaie Jan 2026

Experimental Investigation Into The Effects Of Air Staging On Fouling In A Fixed-Bed Biomass Combustor, Akram Elsebaie

Theses: Doctorates and Masters

Biomass offers significant potential as a sustainable and renewable substitute for fossil fuels in energy generation, playing a critical role in the reduction of global warming. However, despite its environmental benefits, biomass combustion faces persistent operational challenges, particularly fouling, which reduces efficiency and increases maintenance costs. Although fouling mechanisms have been studied in various combustion systems, there is limited research which addresses its formation and behaviour in fixed-bed biomass combustors under different air staging conditions. This research investigates fouling behaviour in a counter-current combustor, focusing on the influence of design (secondary air location), operational (air staging flowrates between the primary …


Integrated Incubators: A Novel Framework For Technology-Based Creative Arts Education, Brad Phelps Nisbet Jan 2026

Integrated Incubators: A Novel Framework For Technology-Based Creative Arts Education, Brad Phelps Nisbet

Theses: Doctorates and Masters

This thesis investigates the development and impact of an educational framework designed to bridge the gap between academia and industry within the media and entertainment sector. It addresses the prevalent "skills mismatch" where graduates often lack the specific technical competencies, foundational knowledge, practical experience, or soft skills required for entry-level positions in a rapidly evolving landscape influenced by advancements like virtual production, real-time VFX, immersive media, and Al. Grounded in both theoretical and practical insights, the framework aims to foster student creativity, technical proficiency, industry readiness, transferable skills, and adaptability, prioritising a transformative, student-centric learning experience.

The research employed a …


Development Of Virtual Reality Learning Environments In Science To Engage Secondary Students In Hazardous Activities, Luke Spartalis Jan 2026

Development Of Virtual Reality Learning Environments In Science To Engage Secondary Students In Hazardous Activities, Luke Spartalis

Theses: Doctorates and Masters

This research examines the need for change in including hazardous activities in education. As different learning technologies develop, platforms that retain authentic outcomes via virtual reality are needed. The main objective of this research is to examine the inclusion of Virtual Reality Learning Environments (VRLEs) to determine their value in areas that include hazardous conditions. The research considered the ways that VR tools could be optimised to support these activities, as well as considering the challenges of VRLE implementation. The study examined whether VRLE’s allowed for authentic experiences to sufficiently drive an acceptance of VR to complement existing teaching and …


Exploring Hybrid Chinese-Western Compositional Practices Based On Chinese And Western Film Soundtracks, Jie Hong Yang Jan 2026

Exploring Hybrid Chinese-Western Compositional Practices Based On Chinese And Western Film Soundtracks, Jie Hong Yang

Theses: Doctorates and Masters

This thesis explores the development of a hybrid Chinese-Western compositional practice for film scoring, combining a written dissertation (Volume I) with a folio of 80 minutes of original orchestral music (Volume II). Drawing on analyses of Tan Dun’s Crouching Tiger Cello Concerto (2000) and John Powell’s film score for How to Train Your Dragon (2010), the research investigates how Chinese (minzu yinyue) musical elements and Western scoring techniques can be integrated to create a culturally hybrid approach. The project unfolds in two phases: the first focuses on incorporating Chinese musical characteristics into Western frameworks, resulting in 40 minutes …


Emerging From The Cocoon: Strategies To Assist The Classical Violinist Develop Improvisational Fluency In A Range Of Musical Styles, Judith A. Iddison Jan 2026

Emerging From The Cocoon: Strategies To Assist The Classical Violinist Develop Improvisational Fluency In A Range Of Musical Styles, Judith A. Iddison

Theses: Doctorates and Masters

This autoethnographic practice-led research project documents the journey of expanding my classical violin practice with the aim of developing improvisational fluency in a range of musical styles. Building upon findings and strategies outlined in my honours thesis, which centred on the artistry of Australian cross-genre violinist Shenzo Gregorio (Shenton Gregory), this doctoral study is underpinned by an iterative cyclic process of critical observation, reflection and analysis and an examination of literature.

Knowledge gained through one-on-one, aural-based, practical violin-improvisation instruction with Gregorio was applied within collaboration with the evolving string ensemble, Sign of Four. Further, combining this tuition and collaboration with …


Synergistic Impact Of A Colorectal Bundle On Surgical Site Infections In Children, Allen J. Huang, Nicholas A. Long, Owen N. Ferriola, Joan C. Bruce, Douglas J. Fox Iii, Erin M. Morris, Jeannette M. Joly, Carleen V. Cuevas, Akemi Kawaguchi, Kuojen Tsao Jan 2026

Synergistic Impact Of A Colorectal Bundle On Surgical Site Infections In Children, Allen J. Huang, Nicholas A. Long, Owen N. Ferriola, Joan C. Bruce, Douglas J. Fox Iii, Erin M. Morris, Jeannette M. Joly, Carleen V. Cuevas, Akemi Kawaguchi, Kuojen Tsao

Summer Research Program Abstracts

No abstract provided.


Review Of Outcomes: Quality Improvement Of Upper-Extremity Necrotizing Soft Tissue Infections, Cailey A. England Bs, Ryan A. Reinhart Bs, Tien Do Do, Maame A. Effirim Bs, Dylan Bezzini Md Jan 2026

Review Of Outcomes: Quality Improvement Of Upper-Extremity Necrotizing Soft Tissue Infections, Cailey A. England Bs, Ryan A. Reinhart Bs, Tien Do Do, Maame A. Effirim Bs, Dylan Bezzini Md

Summer Research Program Abstracts

No abstract provided.


The Relationship Between Functional Measures And Patient Reported Outcomes In Adult Spine Patients, River M. Tomlinson, Eric Klineberg, Jacob Jelmini, Nicole Baker Jan 2026

The Relationship Between Functional Measures And Patient Reported Outcomes In Adult Spine Patients, River M. Tomlinson, Eric Klineberg, Jacob Jelmini, Nicole Baker

Summer Research Program Abstracts

No abstract provided.


A High-Stakes Landing: Traumatic Innominate Artery Injury After A Skydiving Accident, Claire G. Lewis Ms, Sarah Burki Md, Mahmound Alhusseini Md, Caroline K. Scruggs Md, Margaret L. Jackson Md, Steven Eisenberg Md, Anthony Estrera Md Jan 2026

A High-Stakes Landing: Traumatic Innominate Artery Injury After A Skydiving Accident, Claire G. Lewis Ms, Sarah Burki Md, Mahmound Alhusseini Md, Caroline K. Scruggs Md, Margaret L. Jackson Md, Steven Eisenberg Md, Anthony Estrera Md

Summer Research Program Abstracts

No abstract provided.


Development Of A 3d-Printed Hemodynamic Model To Characterize Doppler Signatures Of Obstructed Tapvr, Michael R. Turner, Maher R. Saadeh, Holly D. Bauser-Heaton, Vahid Serpooshan Jan 2026

Development Of A 3d-Printed Hemodynamic Model To Characterize Doppler Signatures Of Obstructed Tapvr, Michael R. Turner, Maher R. Saadeh, Holly D. Bauser-Heaton, Vahid Serpooshan

Summer Research Program Abstracts

No abstract provided.


A Community-Informed Survey Identifying Research Priorities For Sex Chromosome Aneuploidies, Matthew Fein Jan 2026

A Community-Informed Survey Identifying Research Priorities For Sex Chromosome Aneuploidies, Matthew Fein

Summer Research Program Abstracts

No abstract provided.


Educational Attainment And Symptom Improvement In Treatment-Resistant Depression: A Longitudinal Cohort Analysis Across Treatment Modalities, Marjorie Harrison, Giselli Scaini Msc, Phd, Aspen Viamontes Jan 2026

Educational Attainment And Symptom Improvement In Treatment-Resistant Depression: A Longitudinal Cohort Analysis Across Treatment Modalities, Marjorie Harrison, Giselli Scaini Msc, Phd, Aspen Viamontes

Summer Research Program Abstracts

No abstract provided.