Educational Technology Commons^™

When Students Use Ai Before They Learn To Think Clinically: Cognitive Offloading In Communication Sciences And Disorders Education, Salim Alani

Teaching and Learning in Communication Sciences & Disorders

Generative artificial intelligence is becoming part of how students study, write, summarize, and prepare for coursework in communication sciences and disorders (CSD). Much of the current discussion in higher education has focused on plagiarism, academic integrity, and responsible technology use. Those concerns matter, but they do not fully address what may be a larger educational issue in professional preparation programs. Students can now generate polished explanations, study materials, treatment rationales, and clinical summaries quickly, sometimes before independently developing the reasoning skills those tasks are intended to build. This paper examines cognitive offloading in CSD education, defined here as the shifting …

Healthcare Students’ Experiences Using Artificial Intelligence Simulation Tools In Clinical Simulated Laboratory Practice, Delicia S. Cousin

Student Dissertations

Artificial intelligence-driven simulation has become an important component of healthcare education by providing students with opportunities to strengthen clinical reasoning, decision-making, and technical skills in a safe learning environment. Despite its growing adoption, limited research has explored how healthcare students experience artificial intelligence-driven simulation during clinical laboratory practice. The purpose of this qualitative case study was to explore healthcare students’ experiences using artificial intelligence-driven simulation tools during clinical laboratory practice. Guided by Experiential Learning Theory and Transformative Learning Theory, the study examined how students interpreted, reflected upon, and learned from these experiences. Data were collected through a researcher-developed Qualtrics questionnaire …

Comparative Analysis Of Artificial Intelligence (Ai) Implications For Active Learning And Assessment At Various Curricular Levels Of Stem And Health Sciences In Developed Versus Underprivileged Countries, Vinay Munlapudi, Santanu De

FDLA Journal

Today’s all-pervasive emergence of artificial intelligence (AI) necessitates a comprehensive evaluation of its role in education, especially for occupational disciplines in health sciences and STEM. AI has reshaped student learning and instructors’ navigation of the evolving, post coronavirus infectious disease (COVID-19) global academic landscape. This study aimed at encapsulating evidence-based AI implications for student-centered, active learning and assessment at various curricular levels of science, technology, engineering, mathematics (STEM) and health sciences education in developed versus underprivileged or less developed countries. An extensive, scoping review of 65 recent, scholarly publications was conducted over six months through diverse search engines (PubMed, Google …

Client Usability And Student Perspectives Of A Novel Mobile Health App To Facilitate 3d-Printed Assistive Device Learning And Application, Sara Benham, Sarah Argumedo, Samantha Pifer, Tiras Williams, Jeffrey Bush, Monica Kaniamattam

Journal of Innovation in Health Sciences Education

Introduction: Locating, selecting, and printing appropriate 3D-printed assistive devices (AD) to meet specific health needs can be overwhelming. To address these challenges, the 3DAdapt app was developed. This study aimed to explore the app’s usability through an occupational therapy (OT) student project that involved delivering 3D-printed AD to older adults.

Methods: Over three sessions, OT students collaborated with older adults to provide customized 3D-printed AD. The app’s usability was assessed using a mixed-methods approach, including the System Usability Scale (SUS; scores ≥ 70 indicate usability). Focus groups with OT students further explored the usability of occupation-focused interventions with their …

Shaped By Experience: A Study Of Hybrid Professional Physical Therapist Education Patient Experiences And Experiential Learning., Teresa R. Bachman, Anne H. Boddy, Megan B. Flores, Elizabeth M. Ardolino

Journal of Innovation in Health Sciences Education

Introduction: Limited evidence exists on the use of patient experiences (PE) and experiential learning (EL) in hybrid entry-level physical therapist (PT) education programs. This study explored the impact of PE and EL within immersion labs on student self-confidence and self-efficacy in a hybrid entry-level PT education program. A total of 431 surveys were completed across 8 lab immersions for 6 courses. Nine total focus group discussions occurred, with a total of 50 participants, ranging from 2 to 10 per group.

Methods: A convenience sample from one entry-level hybrid PT education program participated in this mixed-method study with surveys and …

Pharmed. System Manual: Hololens Application, Eden Woldeselassie

Systems Manuals - 2026

This document provides the full life cycle of PharmEd HoloLens. PharmEd stands for Pharmacy Education. The overall document will go through the complete system manual by going over requirements, followed by design, how to install the application, how to upload the application to Microsoft store, troubleshooting and source code. The first section will explain the background, the existing problems and why the need to develop PharmEd.  Here techniques of requirement gathering and some statistics will elaborated. The following section discusses about functional requirements. The requirement section includes subtopics: functional and nonfunctional requirements for both -programmer and end user- and the …

Da Mosang Tarsier Series: Developing Digital Bullying Prevention Materials For Filipino Parents Of Grade School Students, Rudy M. Danganan Jr., Ann Christine V. Braga, Maria Kristina S. Alfonso, Romelito Manuel D.S. Clorina, Ma. Regina Hechanova

Children and Families

Bullying remains a significant public health and educational concern worldwide and is particularly prevalent in Philippine public schools, with Grade 7 students identified as a vulnerable group. Although the Anti-Bullying Act of 2013 (Republic Act No. 10627) mandates school-based policies and procedures, persistent implementation gaps underscore the need to strengthen home–school partnerships and equip parents with practical, culturally grounded response strategies. This paper describes the development of the Da Mosang Tarsier Series, a set of digital psychoeducational comic strips designed for Filipino parents of Grade 7 students. Guided by a user-centered design (UCD) framework, the project began with a Generative …

Effects Of Cross-Curricular Instruction On Clinical Education Outcomes For Speech-Language Pathology Graduate Students, Michele Dacy, Kimberly Smith

Journal on Empowering Teaching Excellence

Access the online Pressbooks version of this article here.

Cross-curricular instruction is the process of combining information from two or more subjects within a single discipline in order to help students integrate the knowledge and skills they learn from separate courses. The purpose of this study was to examine how cross-curricular instruction impacted speech-language pathology (SLP) graduate students' knowledge, confidence, and clinical skills related to the assessment of patients with co-occurring diagnoses of dementia and dysphagia. Twenty-three SLP master's students completed a questionnaire before and after receiving cross-curricular instruction on how to assess dysphagia in persons with dementia. The questionnaire …

Data-Driven Analysis Of Lecture Capture Transcript Accuracy Of The Biomedical Foundations Course Using Automated Speech Recognition, Eleni Papadopoulos, Shaniece Lawrence, Steve Garwood, Dawn Shell, Jacqueline A. Giacobbe

Rowan-Virtua Research Day

To increase the accessibility and utility of lecture capture recordings, schools may utilize automated speech recognition (ASR) to generate closed-captions and transcripts. But, how accurate are these systems? This study analyzed 50 ASR-generated transcripts using word error rate (WER) and further sought to determine factors that impact accuracy. Only 19 of 50 (38%) transcripts met the 99% accuracy standard required by the Americans with Disabilities Act (ADA). The lecturer's accent was the most significant factor affecting accuracy, though medical jargon also presented a challenge. These findings suggest system improvements and manual review are necessary to ensure students receive accurate information.

Can A Different Research Poster Format Increase Attendee Engagement? A Case Report., Elizabeth M. Ardolino, Kelli Nielsen, Mike Morrison, Jane E. Sullivan

Journal of Innovation in Health Sciences Education

Introduction: Poster sessions are a widely used method of knowledge dissemination at professional conferences, yet their effectiveness in promoting engagement and knowledge transfer is uncertain. Traditional poster formats often follow a dense, text-heavy structure that may contribute to cognitive overload. Billboard-style posters, grounded in Cognitive Load Theory, offer an alternative design intended to enhance clarity and engagement.

Methods: This case report describes a three-year implementation (2022–2024) of billboard-style posters at the Academy of Neurologic Physical Therapy Annual Conference. Attendees were invited to complete a brief survey after viewing either traditional or billboard-style posters. The survey assessed engagement (time spent reading …

Innovative Framework And Checklist For Enhancing Interprofessional Education: A Literature Review Of Program Design, Delivery, And Outcome Measurement, Stacy Castronova, Lori Rainchuso

Journal of Innovation in Health Sciences Education

Introduction: This dual-focused study aimed (1) to conduct a comprehensive literature review of interprofessional education (IPE) initiatives across health disciplines to examine collaboration patterns, delivery methods, validated assessment tools, and outcome measures and (2) to develop an evidence-informed framework and checklist, based on the findings and identified gaps, to improve the standardization and reporting of IPE programs.

Methods: A comprehensive literature search was conducted across three professional databases, targeting peer-reviewed publications from 2012 to 2024. Inclusion criteria prioritized studies that provided detailed descriptions of IPE intervention delivery, utilized validated measurement tools, and demonstrated participant engagement to ensure the selection …

Optimizing Costs & Efficiency With Heartcode Complete: A Quality Improvement Project, Jessica Bryant

Doctor of Nursing Practice Final Project Abstract

PURPOSE

This quality improvement project aimed to implement HeartCode Complete (HCC), a simulation-based BLS training platform, at a 154-bed community hospital. The goal was to replace instructor-led BLS training, improve training efficiency, reduce costs, increase certification compliance, and enhance staff satisfaction.

BACKGROUND

Maintaining competency in CPR is a regulatory requirement for healthcare providers. Traditional instructor-led BLS training requires scheduled classes, instructor availability, and staff time away from clinical duties, contributing to certification delays and operational inefficiencies. Simulation-based training platforms offer self-directed learning with real-time feedback.

METHODOLOGY

This quality improvement project used Lean Six Sigma principles and Plan-Do-Study-Act cycles to guide …

Advocacy For Access: Ot's Role In School-Based Assistive Technology, Kalena Wedemeyer-Abney, Jazminne Orozco Arteaga

Spring 2026 OTD Capstone Symposium

This mixed-methods exploratory research study analyzes the experiences of school-based occupational therapy practitioners (OTPs) in the implementation of assistive technology (AT). The research examines their perceptions regarding their role and the responsibilities that come with it. This study is grounded in the Model of Human Occupation (MOHO) and seeks to understand the skill level and knowledge of practitioners, motivators to advocacy efforts, and the overall systemic environment, such as supports and barriers, that impact OTP's ability to acquire and implement assistive technology solutions. A mixed-method research survey was completed by 25 participants, with 3 participants also completing a 1-hour, optional …

Nerves (Neurology Education Research And Observership Summer Program): A Pilot Fellowship Program Targeting Neurophobia In Pre-Clerkship Medical Students, Arlinda Deng, Daniela Fishbein, James Martindale, Elizabeth Bradley, William Alexander Dalrymple, Ryan Cappa

Journal of Innovation in Health Sciences Education

Introduction: Neurophobia has contributed to the shortage of neurologists nationally, especially given the lack of integration between basic neural sciences and clinical neurology. Neurophobia may be highest after the pre-clerkship course, and there is evidence to suggest that early and broad clinical neurology exposure and mentorship are the leading factors in choosing the field of neurology. The goal of this study was to develop a fellowship for pre-clerkship medical students to increase early exposure to diverse clinical settings and socialization in neurology and assess whether there was change in neurophobia.

Methods: A two-week long pilot summer fellowship was designed …

Gaming The Simulation To Assess Dpt Student Learning, Laura Stephens, Gretchen R. Prather

Journal of Innovation in Health Sciences Education

Introduction: The purpose of this study was to assess Doctor of Physical Therapy student learning and motivation through participation in a novel, gamified case study simulation while describing the application of International Nursing Association of Clinical Simulation and Learning (INACSL) Healthcare Simulation Standards of Best Practice^TM and application of game elements. Gamification is an emerging interest in health care education but has been minimally explored within physical therapy education in the United States. Additionally, published studies often fail to detail INACSL standards of simulation best practice or game elements in simulation design.

Methods: Sixty-five DPT students participated in …

The Effectiveness Of Virtual Reality And Augmented Reality-Based Simulation On Healthcare Students' Learning-A Review Of The Literature, Matthew Mills

Internet Journal of Allied Health Sciences and Practice

Purpose: Simulation is increasingly used to supplement authentic clinical experiences in preparation for future healthcare students. However, the most realistic simulation experiences are frequently costly, time-intensive, and difficult to scale, especially for programs with budgetary restrictions. Virtual reality (VR) and augmented reality (AR) have been proposed as easily scalable tools to provide students with a realistic simulated environment. However, as technology is rapidly evolving, there is a need to understand the evidence surrounding VR and AR's impact on healthcare student learning to optimize the deployment of these technologies and justify the costs associated with implementation. Methods: A review of the …

The Effect Of Debriefing Following A Computer-Based Low-Fidelity Simulation On The Self-Efficacy Of Health Professions Students: A Randomized Cross-Over Control Study, Matthew Mills, Enrico Gandolfi, Richard E. Ferdig, Kimberly Peer

Internet Journal of Allied Health Sciences and Practice

Purpose: Simulations have been increasingly used in health science education to supplement clinical experience. There is evidence of the benefits of high-fidelity simulation (HFS) with debriefing, but HFS is costly and time-intensive to administer. Low-fidelity simulation (LFS) has been proposed as an alternative that is easier to scale and more cost-effective; however, the evidence surrounding its impact on students is mixed, possibly because debriefing is frequently omitted in LFS. Methods: A randomized experimental mixed methods cross-over control study was performed to evaluate the impact of a structured debriefing session following an interactive computer-based low-fidelity simulation on the self-efficacy and anxiety …

Counselors’ Experiences Of The Alliance In Videoconference Supervision: The Role Of Nonverbals, John E. Trenery, Azra Karajic Siwiec, Randall L. Astramovich

Journal of Counselor Preparation and Supervision

The role of nonverbal immediacy and intimacy in shaping the supervisory alliance during videoconference-based clinical supervision is understudied. Using a generic qualitative research design, data were collected from 15 practicing counselors through semi-structured interviews. Thematic analysis identified six primary themes, highlighting both the perceived barriers and the essential role of nonverbal cues, as well as the need for amplified behaviors in video-based interactions. The findings point to significant gaps in telesupervision training and introduce a novel framework to strengthen telepresence in videoconference supervision. This study offers actionable insight for educational institutions and governing bodies, emphasizing the importance of targeted curricula …

Face And Content Validation Analysis Of The Professional Pain Preparation Questionnaire For Use In Physical Therapist Education, Rodiel Kirby Baloy

Journal of Innovation in Health Sciences Education

Introduction: Physical therapy educational preparation for the management of individuals in pain may be determined based on the themes of: (1) level of academic preparation, (2) educational hours spent studying pain, including postgraduate training and certification, and (3) clinical experience. This study assessed the face and content validity of a tool, the Professional Pain Preparation Questionnaire (PPP-Q), to assess expert perception as to the value and relevance of each of the identified domains.

Methods: Twelve respondents were enlisted for face validity, and five experts were recruited for content validity. Descriptive statistics, specifically frequency and percentage, were used to describe …

Implementing An Interprofessional Virtual Journal Club For Health-Focused Students, Hillary L. Roberts, Cynthia Aurentz, Mccall E. Christian, Jessica K. Willis, Caitlin J. Masterson

Journal of Dietetic Education

Students (N = 135) pursuing degrees in health-focused programs participated in an interprofessional virtual journal club during the spring semesters of 2022 and 2023. The journal club was integrated into multiple courses and facilitated through the university’s learning management system and a web conferencing platform. Students applied the 2016 Interprofessional Education Collaborative (IPEC) Core Competencies throughout the activity. The journal club included four pre-selected articles on ethics in healthcare, and students developed one discussion question per article to guide synchronous virtual discussions. The IPEC Competency Self-Assessment Tool was administered before and after participation. Paired samples t-tests showed statistically significant change …

Tracing The Evolution Of Signature Technologies In Health Professions Education: Developments, Challenges, And Possibilities, Jacob Kelley, Kimberly B. Garza, Kelley Noll, Allison Chung

Health Professions Education

Purpose. This integrative literature review traces the evolution of signature technologies in health professions education and their impact on teaching and learning. By exploring these technologies, it highlights the ways these advancements shape learning experiences and the preparation of future healthcare professionals. While these technologies present opportunities for enhanced learning, they also introduce challenges related to accessibility, cost, and effectiveness.

Method. Using Torraco’s framework for integrative literature reviews, this article synthesizes existing scholarship to trace the historical development of signature technologies in health professions education. The authors conducted searches in PubMed, Scopus, and Google Scholar for literature published primarily between …

Communicating With The Virtual Patient: Student Perceptions Of Genai In Dietetic Training, Suzanne Doyle Dr, Aileen Kennedy Dr

Case studies: Digital Education

Background: Communication skill development is a key component of dietetic education. Traditional teaching methods such as role play and simulated consultations are effective but resource intensive. Generative artificial intelligence (GenAI) may provide an accessible supplementary tool for communication skills practice. This initiative aimed to explore dietetic students’ experiences of using a GenAI simulated patient consultation as a revision aid to support communication skill development.

Methods: This evaluation involved second-year BSc Human Nutrition and Dietetics students undertaking the Professional Practice and Communications module. Following six face-to-face communication workshops, students completed a GenAI simulated consultation involving a 56-year-old male recently diagnosed with …

Improving Early Detection And Response To Clinical Deterioration Among Nurses Through Competency-Based Interventions, Courtney E. Miller

Doctor of Nursing Practice (DNP) Scholarly Projects

Problem: Clinical deterioration among hospitalized patients remained a significant contributor to preventable morbidity and mortality, often due to delayed recognition and response in general care settings (Choi et al., 2025; Chung & Jung, 2024).

PICOTS: For registered nurses working on a general level of care inpatient hospital unit (P), how did a competency-based training program bundle incorporating didactic educational intervention of learning how to use technology, machine learning (ML) based early warning system (EWS) of trends and patterns to identify at risk patients, and low-fidelity simulation-based education (SBE) (clinical readiness to improve confidence with education and coaching) (I), …

Leveraging Virtual Reality And Haptics To Teach Surgical Skills: A Usability Study On Retropubic Midurethral Slings, Lauren Siff, Ginger S. Watson, Jerome Dixon, Moshe Feldman, Franklin Bost, Philippe J. Giabbanelli

VMASC Publications

Traditional methods to learn soft-tissue surgical procedures rely on cadaver labs or patient-based learning, which are costly and geographically limited, and raise ethical questions. Virtual reality (VR) with haptic feedback offers a scalable alternative, but most current platforms emphasize bone-based rather than soft-tissue procedures learned by feel. We developed a VR+haptic simulation for preoperative training of retropubic midurethral sling (MUS) surgery. This study examines the usability of this platform with thirteen expert urogynecologic surgeons and subsequently makes improvements (e.g., in haptics) to evaluate the platform with twelve trainees based on the NASA Task Load Index for workload and a UTAUT-informed …

Visual Aids And Numeracy In Healthcare: Leveraging The Drawing Effect, Zephyr J. Markley

Capstone Showcase

Healthcare decisions often require patients to interpret numerical risk information under stress, yet many struggle with low numeracy, which can distort comprehension and undermine informed consent. Well-designed visual aids can improve diagnostic inference, calibrate confidence, and support better choices, especially for patients with limited numeracy, but their impact depends on whether users can actually interpret the format accurately. Drawing may further enhance these tools by adding a tactile, generative layer that engages visual, semantic, and motoric processing while helping patients organize information into concrete models.

Passive visual aids appear useful but limited because they often position patients as observers rather …

A Digital Resource To Support Occupational Therapy Fieldwork Students And New Graduates In Applying Occupation-Based Practice In Inpatient Adult Settings, Alyssa Vessel

Occupational Therapy | OTD Capstone Projects

Occupation-based practice is a core concept within the occupational therapy profession. However, Level II fieldwork students and new graduate occupational therapists may struggle to translate their knowledge of occupation-based practice into clinical practice. This doctoral capstone project aimed to support the implementation of occupation-based practice in adult inpatient settings by developing a website with educational and practical resources. Stakeholder needs and existing evidence on barriers and supports to occupation-based practice informed project development. A questionnaire was distributed to Level II fieldwork students, while discussions with new graduate occupational therapists provided an informal needs assessment. Findings guided the development of website …

Designing Narrative-Based Ai Assistance For Sensemaking In Collaborative Environments: Case Studies In Education And Dementia Care, Dylan Edward Moore

Dartmouth College Ph.D Dissertations

This thesis addresses a gap in the human-computer interaction literature regarding the design, development, and evaluation of narrative-based AI assistance for collaborative, complex problem solving. I explore this design space through three case studies across the domains of education and dementia care. This work encompasses multi-year industry partnerships and longitudinal fieldwork, user-centered design, dataset curation, model training, and system evaluation.

Specifically, the first case study considers a story-based web platform for teaching AI literacy through peer-generated, personalized narrative scaffolding. Learners on the platform showed significant knowledge gains and other learning-related outcomes. To describe the novel design of this system, I …

Exploring Student Success In A Clinical Neuroscience Course: A Pilot Study On Early Identification And Academic Advising In Physical Therapy Training, Bindu Balakrishnan, James Mathews, Elizabeth Deluca-Berg, Mohan Ganesan

Journal of Innovation in Health Sciences Education

Introduction: This study explored the impact of early identification and student academic advising on performance in the clinical neuroscience course using a mixed-method design. The researchers hypothesized that early identification of students experiencing academic difficulties, followed by comprehensive advising, would improve performance.

Methods: Twenty Doctor of Physical Therapy (DPT) students from the third trimester of the program participated in this mixed-methods study. Early identification was achieved through a quiz in the first week or early second week of the course, with students scoring below 70% offered voluntary enrollment. Nine students were assigned to the control group, while 11 received …

Exploring Health Care Professionals’ Perceptions Of Live Actor Avatar And Ai Avatar Simulated Patient Interactions, Leslie Rippon, Lorene Cobb, Marcia Downer, Alicia Mcgregor, Natalie Neubauer, Lauren Snowdon, Genevieve Zipp

Journal of Innovation in Health Sciences Education

Introduction: The increasing use of simulation in health care and advancing capabilities of virtual technology have increased the use of virtual avatars. Recently, the development of large language models has created an opportunity for virtual reality (VR) simulation through combination of VR and artificial intelligence (AI). This study sought to evaluate the perception of authenticity in prerecorded virtual simulated patient interactions using two different avatar platforms: AI avatar and live actor avatar.

Methods: Participants included 41 health professionals with patient care experience, of which 32 completed the post experience survey. Using a repeated measures mixed methods research design allowed …

Perceptions Of Respect Among Dental Hygiene Students: A Qualitative Study, Jennifer Fehrenbacher

Journal of Innovation in Health Sciences Education

Introduction: Respect for others is an attribute that honors the dignity of individuals. As such, it is a key component in the creation of a positive teacher–student environment that leads to academic success. Because of the subjective nature of the term respect, it is important to determine how specific students perceive it. The purpose of this qualitative study was to explore dental hygiene student perceptions of respect and inquire into their related academic success and care of their own patients. The insights gained from this study could be used to help guide teacher awareness of the needs of students …