From Predictions To Explanations: Explainable Ai For Autism Diagnosis And Identification Of Critical Brain Regions: 18th International Joint Conference, Biostec 2025, Kush Gupta, Amir Aly, Emmanuel Ifeachor, Rohit Shankar

School of Engineering, Computing and Mathematics

Autism spectrum disorder (ASD) is a neurodevelopmentalcondition characterized by atypical brain maturation. However, the adaptationof transfer learning paradigms in machine learning for ASD researchremains notably limited. In this study, we propose a computeraideddiagnostic framework with two modules. This chapter presents atwo-module framework combining deep learning and explainable AI forASD diagnosis. The first module leverages a deep learning model finetunedthrough cross-domain transfer learning for ASD classification. Thesecond module focuses on interpreting the model’s decisions and identifyingcritical brain regions. To achieve this, we employed three explainableAI (XAI) techniques: saliency mapping, Gradient-weighted Class ActivationMapping, and SHapley Additive exPlanations (SHAP) analysis.This framework demonstrates that …

Who Seeks Help? Characteristics Of Doctors Accessing Mental Health Support In England: 4-Year National Review, Rohit Shankar

Peninsula Medical School

BackgroundMental health difficulties affect the well-being of doctors and compromise the delivery of healthcare. However, large-scale data on doctors’ mental health needs are limited.AimsDescribe patterns of self-referrals for mental health support among doctors in England and explore associations with demographic factors, speciality, neurodevelopmental and mental health indicators.MethodObservational study using data from doctors who self-referred for mental health difficulties to a national service in England over a 4-year period. Logistic regression was used to explore associations between speciality and mental health indicators.ResultsOf the 16 815 doctors who self-referred during the study period, 80% were under the age of 49 and 70.6% …

Next-Generation Virtual Environment Training For Cybersecurity In The Maritime Logistics Industry: A Position Paper, Tyler Cheng, Rory Hopcraft, Kimberly Tam, Ji-Jian Chin

School of Engineering, Computing and Mathematics

The maritime logistics industry is the most dependent on it in the modern world, yet it is not well protected against cyber risks. Recently, the maritime industry has been transitioning into industry-specific tech, and threats of cyberattacks are increasing as the adoption of technology and automation continues. One of the most effective methods to protect industries and ships from such security incidents, is to train seafarers to mitigate and handle such incidents. However, to the best of our knowledge, we did not find anything that addresses this gap. This article will present the idea and benefits of using virtual environments …

Shelled Shut-Ins: A Conditional Escape Task Showing Perceptual Awareness In Hermit Crabs, Ari Drummond, John Spicer, Mark Briffa

School of Biological and Marine Sciences

Sentience is an increasingly popular topic in animal welfare and behavioural research. However, studying sentience can be difficult and contentious. Sentience has frequently been associated with ‘feelings’ and ‘subjective states’ not directly accessible to human observers; thus, investigating awareness in animals could be an alternative approach. Frameworks of awareness have been developed for the experimental examination of cognitive capacities that might underpin ‘feelings’ as affective states and subjective experiences. Using a framework of four hierarchically arranged levels of awareness (that is, perceptual, cognitive, assessment and executive), the awareness of an intertidal crustacean, the common hermit crab, Pagurus bernhardus , was …

Psychotropic Medication Prescribing To Children And Young People Mental Health Inpatient Services: An English National Study, David Branford, Anne Webster, Marinos Kyriakopoulos, Shermin Imran, Prathiba Chitsabesan, Tina Irani, Teresa Randon, Kirsten Peebles, Rohit Shankar

Peninsula Medical School

Background:Mental disorders frequently begin in childhood or adolescence. Worldwide, psychotropics are commonly prescribed for under-18s to stabilise behaviour, mood or thoughts. Psychotropics could cause long-term effects on children and young people (CYP) health, growth and development. There is a knowledge gap about psychotropic prescribing in CYP mental health inpatient units.Aims:To understand and compare psychotropic prescribing patterns in England mental health inpatient units for CYPs and to solicit CYP and their parents’ and carers’ views of it.Method:A national Quality Improvement programme authorised by National Health Service (NHS) England invited all English CYP mental health inpatient units to participate. The programme included …

Measuring Outcomes In Evaluations Of Interventions To Prevent Youth Crime And Violence: Challenges And Potential Solutions, Sajid Humayun, Finlay Green, Helen Downham, Nick Axford

Peninsula Medical School

There is a clear imperative to prevent youth crime and violence owing to the significant social and economic costs for individuals involved and wider society. A considerable evidence base for ‘what works’ in this space exists but gaps remain. To address these, it is necessary to evaluate intervention effectiveness. The aim of this article is to explore challenges and potential solutions regarding outcome measurement in such evaluations. To do this we draw on the literature and our experience as evaluators. We argue that outcome selection should be informed by a robust theory of change, and that normally this will mean …

Designing A Mobile App For Post Traumatic Stress Disorder: Insights From Lived Experience And Clinical Practice, Rohit Shankar, Richard Laugharne, Michael Loizou, Marius Varga, Sivia Lin, Bojana Daw Srdanovic, Roger Farrell

Peninsula Medical School

Post-traumatic stress disorder (PTSD) is a disabling anxiety disorder precipitated by severe trauma. Many people with this condition have little access to clinical interventions, especially in low-middle-income countries. For the development of any digital health intervention, it is vital to know the opinions of PLE and clinicians to guide the developers. We conducted two focus groups, one with clinicians (n = 5) and one with people with lived experience (PLE) (n = 11), to gain knowledge of their views on the development of a PTSD App. Transcripts of both focus groups were coded and thematically analysed. The key themes that …

Royal College Of Psychiatrists College Report 244: Optimising Psychotropic Medication Prescribing For People With Intellectual Disability, Rohit Shankar

Peninsula Medical School

No abstract provided.

Best Practice Guidelines For Professional Carers In Emergency Seizure Medication, Rohit Shankar

Peninsula Medical School

No abstract provided.

On The Edge Of Science?: Commentary On Birch On Edge Of Sentience, Mark Briffa, Lynne U. Sneddon

School of Biological and Marine Sciences

In The Edge of Sentience, Jonathan Birch (2024) provides a thought-provokingsynthesis of current perspectives on animal (and artificial) sentience. He addresses the question from conceptual, ethical, regulatory and empirical viewpoints. Here we focus on some of the scientific issues raised, including defining and operationalising the concept of sentience and the implications for policy and regulation. Despite unresolved conceptual challenges, the book makes a compelling case for the continued scientific investigation of animal sentience.

Dampened Social Motivation In Dysphoria: The Role Of Negative Social Expectancies And Internal Causal Attribution Style, Julie L Ji, Nilly Mor, Colin Macleod

School of Psychology

Dysphoria is associated with dampening of social interaction intention, but the cognitive mechanisms that underpin this relationship are under-investigated. This study tested the hypothesis that heightened negative social expectancies mediate the association between dysphoria and dampened social motivation. Additionally, it tested the hypothesis that the association between dysphoria and negative social expectancies is mediated by an attribution style bias that attributes negative, but not positive, outcomes to internal causes. University students (N = 271) with varied levels of dysphoria read vignettes describing hypothetical situations where they initiate a social interaction that results in positive or negative outcomes. Participants rated their …

Children And Adults Across 15 Countries Believe In Human Uniqueness Of Mind: A Cross-Cultural Investigation Of Cross-Species Mind Perception, Karri Neldner, Luke Maurits, Magie Junker, Lara Abbas, Nayrouz Abbas, Arianna Abis, Federica Amici, Bernardo Arroyo-Garcia, Negar Asghari, Giovanna Barragán Pardo, Zhen Zhang, Junior Peña Chumacero, Ardain Dzabatou, Dustin Eirdosh, Susan Hanisch, Tom Herrnsdorf, Tom Hovehne, Alicia Junker, Patricia Kanngiesser, Felipe Villa Larens, Safaa Mahmoud, Sandra Masaquiza, Iino Masato, Risma Illa Maulany, Tongtong Meng, Kardelen Mutlu, Putu Oka Ngakan, Ebru Peközer, Ljubica Petrović, Mirella Christy Rehatalanit

School of Psychology

The way humans relate to other animals is fundamentally shaped by whether we perceive ourselves as unique, with feelings and thoughts not shared by other animals. How beliefs about animals’ ability to feel and think develop across cultures remains largely unexplored. We asked children and adolescents (4–17 years, N = 1025) and adults (N = 190) from 33 urban and rural communities across 15 countries whether animals have thoughts or feelings (judgments of presence), and whether those thoughts or feelings are human-like (judgments of similarity). Bayesian analyses revealed that participants generally ascribed non-human animals the ability for thoughts and feelings. …

Others’ Requests May Dampen The Desire To Do Good: The Effect Of Requests On Children's Prosocial Motivation Across Five Cultures., Anneliese Skrobanek, Patricia Kanngiesser, Jahnavi Sunderarajan, Jorge David Mantilla Salgado, Saiwa Sisa Quimbo Yacelga, Shoji Itakura, Marie M. Morita, Masanori Yamaguchi, Nadia Chernyak, Lucy M. Stowe, Joscha Kärtner

School of Psychology

There exists cultural variation in how people react to prosocial obligations, but we still know little about when these differences emerge in development and how they can be explained. We investigated this in a study with 6- to 11-year-old children (N = 686) in five cultural contexts. Children listened to scenarios about spontaneous and requested (within-subjects) helping and sharing. They rated requested scenarios as less desirable and less satisfying, but there was significant cross-cultural variation in the magnitude of this effect, which was mostly stable with age. We also measured children's sense of individual agency and internalization of prosocial norms …

Psychophysiological Recovery From Viewing Nature And Urban Settings: A Multisite Replication, A. E. Van Den Berg, K. Dijkstra, D. Meuwese, F. Beute, P. M. Darcy, S. Dewitte, B. Gatersleben, C. J. Gidlow, C. M. Hägerhäll, J. A. Hipp, Y. Joye, Y. A.W. De Kort, S. C.M. Lechner, C. Neale, Sang Ode Sang, J. Roe, D. T. Scheepers, K. Smolders, H. Staats, R. S. Steensma, K. J. Wyles, S. L. Koole

School of Psychology

The idea that merely viewing nature can promote stress recovery has profound societal implications, driving the use of nature imagery in the design of environments where access to real nature is limited. Scientific support for this concept originates from a pioneering study by Ulrich et al. (1991), which demonstrated superior psycho-physiological stress recovery during exposure to nature videos compared to urban videos. Despite its influence, this foundational study has never been systematically replicated. To address this gap, ten research teams across the Netherlands, Belgium, the UK, Sweden, and the USA collaborated on a multisite replication. A final sample of 959 …

Picturing The Past: The Role Of Photo Cue Visual Perspective On Positive Autobiographical Memory Recall In Dysphoria, Sarah Snow, Zachary Adolph Niese, Julie L Ji

School of Psychology

Positive autobiographical memory plays a key role in emotional well-being and is distorted by cognitive processing biases in dysphoria. This experiment investigated how the visual perspectives (first-person vs. third-person) of personal photographs influence recall of positive memories depending on dysphoria. Eighty-five participants (42 low dysphoria, 43 high dysphoria) submitted photos of positive events from both perspectives. Later, participants recalled these events while viewing either a first- or third-person photo before rating and describing their memory. While first-person photos promoted more recall from an own-eyes vantage point regardless of dysphoria level, dysphoria was still associated with greater observer-like recall, reduced mental …

Making The Implicit Explicit: Leadership In Primary Care Dental Practice, Sally Hanks, Debby R.E. Cotton

Peninsula Dental School

Objectives: This paper reports on research aimed at understanding leadership activities in primary care dental practice, an under-explored area within the extant literature. Methods: The research employed a qualitative, exploratory paradigm, using Video Reflexive Ethnography (VRE) and Activity Theory (AT) to capture the lived experiences of seven participating dentists. Results: The research outlines the ways in which dentists demonstrate leadership skills in their daily work, identifying three interacting activity systems that define leadership in this setting: Patient Care (PC), Running the Surgery (RS), and Running the Practice (RP). Findings emphasise that leadership is directly related to patient care and is …

Operationalizing Mtss: A Case Study Of Principal Leadership Practices In Guiding School-Based Leadership Teams Through Inquiry And Improvement Science, Heather M. Teto

UNF Graduate Theses and Dissertations

The COVID-19 pandemic widened academic achievement gaps, creating an urgent mandate for school leaders to implement systemic, data-driven frameworks to support student academic recovery. While the Multi-Tiered System of Supports (MTSS) is a widely adopted framework for addressing these disparities, its success is dependent on the strategic involvement and instructional leadership of the school principal. This qualitative case study explores the lived experiences and leadership characteristics of elementary school principals as they lead School-Based Leadership Teams in implementing a district-developed MTSS framework.

Guided by the principles of Improvement Science and the Plan-Do-Study-Act (PDSA) inquiry cycle, this research examines the specific …

What Novice Educators Find Supportive, Robin M. Bossinger

UNF Graduate Theses and Dissertations

Teacher shortages have increased in the past two decades, creating greater emphasis on recruitment, talent development, and retention efforts for educational leaders. Novice educators feature prominently in these considerations. A teacher’s first years can be extremely challenging, and induction, the professional learning experiences specific to early career professionals, is often considered the answer. Despite the seeming ubiquity of induction, there is much variability in interpretation, enactment and outcomes. While it is generally accepted that some induction is better than no induction, new teachers deserve more intentionally designed support.

This study sought to reexamine assumptions about induction, adding to the literature …

Novice Teachers' Perceptions Of Clinical Experience And Their Preparedness To Teach In High-Need Urban Schools, Robin D. Renelus

UNF Graduate Theses and Dissertations

This hermeneutic phenomenological study examined novice teachers’ perceptions of how clinical experiences in a teacher preparation program prepared them to teach in high-need urban schools. The study included 12 novice teachers with three or fewer years of teaching experience who completed their clinical experience at the same university in Northeast Florida. Data were collected using Seidman’s (2019) three-interview approach, which explored participants’ backgrounds, day-to-day teaching experiences, and reflections on their sense of preparedness. Data were analyzed to develop textural descriptions of what participants experienced and structural descriptions of how those experiences were shaped (Moustakas, 1994).

Participants described clinical experiences as …

Exploring The Undergraduate Student Perceptions Of Sense Of Belonging At Their University: A Q-Methodological Approach, Jose Acevedo

UNF Graduate Theses and Dissertations

       The transition to higher education is a significant life event requiring substantial social, academic, and psychological adjustment, during which a powerful sense of belonging is critical for student success and retention. While traditional models of student retention often prioritize support services and academic integration, they frequently overlook the intricate relational dynamics and deeply personal subjective experiences that shape belonging. This research utilized Q methodology to explore the multifaceted ways undergraduate students at the University of North Florida (UNF) understand and prioritize the determinants of institutional belonging. Guided by an integrated conceptual framework of Maslow’s Hierarchy of Needs, Self-Determination Theory, Social …

From Preparation To Practice: A Study Of Assistant Principals After Completion Of An Aspiring Assistant Principal Preparation Program, Mallory L. Mcconnell

UNF Graduate Theses and Dissertations

Leadership programs and readiness in schools, particularly those in Florida, is well studied. However, few studies have investigated how current assistant principals who have completed Clay County District School’s Aspiring Assistant Principal Program describe their experiences, believe the program has prepared them for the realities of school leadership, or identify the most impactful elements that have supported their leadership development. This case study seeks to collect foundational research knowledge by analyzing data from the program, participants, and key facilitators. Using a sampling of current assistant principals who have completed the Aspiring Assistant Principal Program, this research examines the results in …

Finding Community: Addressing Doctoral Student Loneliness And Fostering Belonging In Higher Education, Sydney Hamrick

UNF Graduate Theses and Dissertations

Doctoral students often experience loneliness, isolation, marginalization, and other challenges related to belonging. While prior research has connected belonging to persistence, well-being, and academic success, little is known about doctoral students’ lived experiences of belonging and loneliness. This hermeneutic phenomenological study, grounded in Max van Manen’s Phenomenology of Practice, guided by the Sense of Community Theory and informed by a Transformative Worldview, explored how institutional, structural, relational, and personal factors shaped doctoral students’ experiences. Data were collected through semi-structured interviews and analyzed using an interpretive phenomenological approach informed by van Manen’s lifeworld existentials, including lived relation, lived space, lived …

Suspended Futures: Exploring The Lived Experiences Of Black Adult Males Affected By Exclusionary Discipline, Tamara Jones

UNF Graduate Theses and Dissertations

Black males continue to experience exclusionary discipline at disproportionately high rates in American schools, often resulting in academic disruption and long-term educational and social consequences. While existing research had extensively documented disciplinary disparities, less attention had been given to how Black males interpret and make meaning of these experiences over time. This hermeneutic phenomenological study explored the lived experiences of Black adult males who experienced exclusionary discipline during their secondary school years and examined how they now make sense of those experiences in adulthood. Grounded in Critical Race Theory and Social Cognitive Theory, the study focused on participants’ perceptions of …

Implementing Multi-Tiered Systems Of Support For School-Based Mental Health Services: An Explanatory Case Study Of An Elementary School, Laura Acker

UNF Graduate Theses and Dissertations

This qualitative explanatory case study examined how school-based mental health services (SBMHS) are implemented within an elementary school’s Multi-Tiered System of Supports (MTSS). Guided by the Consolidated Framework for Implementation Research (CFIR) and sensemaking theory, the study examined how educators and school-based professionals interpret and enact their roles in supporting student mental health within educational contexts. Data were collected through interviews with five MTSS team members and analyzed using a combination of deductive and inductive coding. Results showed that mental health implementation is not a fully integrated system of supports but rather a process shaped by roles and relationships influenced …

The Un-Bridged Pipeline: Leading And Preparing Women Of Color To Senior-Level Higher Education Administration, Jacqueline D. Slater

UNF Graduate Theses and Dissertations

Despite increased educational attainment among Black women, representation in senior‑level leadership positions within higher education remains limited. This qualitative study examines the experiences of Black women who serve or have served in senior‑level academic administrative roles and explores how those experiences inform guidance, preparation, and decision‑making for future Black women leaders. The study focuses on practical barriers, workplace realities, and strategies that shape leadership entry, advancement, and retention.

Using a descriptive case study design, five Black women with professional experience as presidents, provosts, vice provosts, and academic deans participated in semi‑structured interviews lasting 45 to 75 minutes. Purposeful sampling ensured …

Do Audit Partner And Audit Committee Member Ideologies Influence Engagement Partner Selection And Financial Reporting Oversight Effectiveness?, Robert Felix, Sattar Mansi, Mikhail Pevzner, Timothy Seidel

Faculty Publications

This study examines whether the ideological orientation of the audit partner and audit committee members— defined as their personal belief systems and inclinations, including their attitude toward risk, ambiguity, and novelty—has an impact on engagement partner selection and the effectiveness of oversight in the financial reporting process. Drawing on prior evidence that the two main US political parties reflect different ideologies, we hand-collect political donation data to construct ideological scores for audit partners and audit committee members. Our findings highlight several intriguing relationships. First, audit committees are more likely to select an ideologically dissimilar partner. Second, greater ideological dissimilarity between …

Do Cohort Restatements Generate Contagion? A Re-Examination, Melissa F. Lewis-Western, Timothy Seidel, Michael S. Wilkins

Faculty Publications

Gleason, Jenkins, and Johnson (2008) provide evidence that restatements lead to stock price declines among non-restating industry peer firms, suggesting that investors perceive contemporaneous manipulation within the industry. In contrast, Kedia, Koh, and Rajgopal (2015) find that restatements—especially less severe ones—encourage peer firms to initiate earnings manipulation. These divergent findings, together with the rising prevalence of less severe restatements and advances in monitoring technologies, motivate a re-examination of manipulation contagion. Although we are able to replicate the results of both seminal studies, we find that the results in Kedia, Koh, and Rajgopal (2015) are sensitive to design choices that affect …

Psychological Distance And Auditor Assessment Of The Severity Of An Internal Control Deficiency, Scott C. Jackson, John D. Keyser, Douglas F. Prawitt

Faculty Publications

Auditors often underestimate the severity of internal control deficiencies, particularly when associated misstatements are immaterial. We find that auditors are more likely to correctly classify a material weakness when no misstatement information is provided than when misstatement information is available, and that this finding may unconsciously arise from auditors’ construal level in judging control deficiency severity. Through a series of experiments, we manipulate misstatement information related to an internal control deficiency designed to represent a material weakness. We hold the size of potential misstatement constant and find that auditors and graduate auditing students are less likely to correctly assess the …

Review Of 'The Royal Musical Association: Creating Scholars, Advancing Research' By Leanne Langley, Nuria Bonet

School of Art, Design and Architecture

No abstract provided.

The Career Choices Of Final Year Nursing Students In The United Kingdom: A Qualitative Study., Kevin Hambridge, Frazer Underwood, Gosia Bettache, Matt Carey, Halil Kaya, Lisa Burrows, Rachel Tims, Christian Brailsford

School of Nursing and Midwifery

Aim: The aim of this study is to explore the career choices of final year under-graduate nursing students in the United Kingdom. Background: Worldwide there is a decreasing number of nurses and in the United Kingdom there is a decreasing amount of nursing students. There is sparce evidence relating to the career's choices of nursing students and reasons for those choices. Obtaining a deeper comprehension of these choices may aid healthcare employers, in partnership with universities, to design the future nursing workforce. Design: A qualitative design was used. Methods: Twenty-one final year under-graduate nursing students from across a range of …