[
ENHANCING
NURSING

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

EDUCATION
WITH AI
DEPLOYING QIMETA AT CAPITAL HEALTH
SCHOOL OF RADIOLOGIC TECHNOLOGY
MAY 202

Class of 2025 : The cohort of students who used QiMeta for their learning and studying

5
EXECUTIVE
SUMMARY
AI ISN’T A LUXURY–IT’S A
LIFELINE FOR HEALTHCARE
WORKERS
1QIMETA | CASE STUDY @ CAPITAL HEALTH
The Challenge
Workfo

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

rce dev

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

elopment

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

is a national priority
—especially in healthcare

Healthcare Accessibility : The ease with which people can obtain health services, affected by the availability of healthcare professionals and facilities.

, wher

Healthcare Accessibility : The ease with which people can obtain health services, affected by the availability of healthcare professionals and facilities.

e shortages

Healthcare Accessibility : The ease with which people can obtain health services, affected by the availability of healthcare professionals and facilities.

threat

Healthcare Accessibility : The ease with which people can obtain health services, affected by the availability of healthcare professionals and facilities.

en the quality and accessibility

Healthcare Accessibility : The ease with which people can obtain health services, affected by the availability of healthcare professionals and facilities.

of care.
The U.S. faces an urgent gap in skilled
professionals, particularly in nursing, where
more than 100,000 positions remain unfilled
across the country .
4
Despite rising demand, many students
struggle to complete the academic path to
these careers. Courses like Radiation
Technology are often cited as bottlenecks:
they require mastery of difficult scientific
concepts that can discourage students from
continuing. These challenges are especially
steep for learners facing systemic barriers like
low adult literacy rates, under-resourced
schools, or a shortage of qualified instructors.
Without intervention, these barriers slow
down progress toward growing a more
inclusive, well-prepared nursing workforce.
Real World Problem
Radiation T

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

echnology

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

is one of the most
demanding courses in nursing programs. It
covers complex material like radia

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

tion

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

physics

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

, ionization energy, and cell biology
all critical for working with imaging equipment
like MRI

MRIs : Magnetic Resonance Imaging, a type of imaging equipment used in medical settings, requiring knowledge from courses like Radiation Technology.

s and CT scanner

CT scanners : Medical imaging devices that combine X-ray measurements taken from different angles to create cross-sectional images of specific areas of the body.

s. Many students
report feeling overwhelmed by the volume
and complexity of content, leading to lower
retention and increased dropout risk.
Results and Impacts
Rather than offering shortcuts, QiMeta turns
standard lecture materials into interactive,
student-friendly learning experiences. It
highlights key concepts, defines unfamiliar
terms, and lets students ask contextual
questions—all within the course content
they’re already using.
The overwhelmingly positive student
feedback and strong satisfaction ratings
highlights QiMeta’s potential to make
education more accessible and engaging.
While we’re still evaluating long-term
outcomes, early results show that
thoughtfully applied AI tools like QiMeta can:
Bridge Learning Gaps
Keep Students on Track
Empower the next generation of
healthcare professionals
AI tools are becoming more common in
classrooms, but not all of them are built with
student comprehension in mind. A review of
69 studies (Deng et al

Deng et al. : Researchers who conducted a review of 69 studies on the use of AI in education, mentioned in the document for their findings on AI's impact on learning.

., 2024) found mixed
results: while AI can improve motivation and
understanding, it can also lead to confusion
when not implemented thoughtfully. Most of
this research focused on college-level
learners—86% of studies—with little data on
early-stage training or nontraditional
students.
If students continue to struggle with
foundational science courses, many may
never reach clinical training. That’s why tools
like QiMeta must be carefully designed and
evaluated—with a focus on actually helping
students succeed in nursing education.
Workforce Developmen

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

t &
Job Market Gaps
Across the United States, institutions are
facing mounting challenges in workforce
development, particularly in the healthcare
sector. Persistent labor shortages, low
literacy rates, and training bottlenecks
have created systemic barriers to
economic mobility and workforce
readiness. The situation is particularly
acute in nursing education.
These challenges demand innovative,
scalable solutions that address both the
supply of qualified professionals and the
barriers to accessibility in education.
QiMeta was developed as a tool to bridge
these gaps—making complex material
more digestible, reducing dependence on
instructor time, and boosting
comprehension and confidence across
varied literacy levels.
BACKGROUND
2QIMETA | CASE STUDY @ CAPITAL HEALTH
CHALLENGES IN WORKFORCE READINESS AND NURSING EDUCATION
Nursing Shortages in the US

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

10% shortage in Registered Nurses (RNs) : A significant number of RN positions are currently unfilled, highlighting a gap in the healthcare workforce.

1.2 million additional nurses will be

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

10% shortage in Registered Nurses (RNs) : A significant number of RN positions are currently unfilled, highlighting a gap in the healthcare workforce.

needed by 20

1.2 million additional nurses needed by 2030 : A large number of nurses are required to meet the healthcare demand in the near future, indicating a growing need for trained professionals in healthcare.

10% shortage in Registered Nurses (RNs) : A significant number of RN positions are currently unfilled, highlighting a gap in the healthcare workforce.

30 to meet healthcare
demand .
1
There is currently a 10% shortage in
Registered Nurses (RNs), translating to
approximately 350,540 unfilled positions .
2

Over 138,000 nurses exited the workforce between 2022 and 2024 : A substantial number of nurses leaving the profession could exacerbate current shortages and increase the urgency to train new nurses.

Between 2022 and 2024, over 138,000

Over 138,000 nurses exited the workforce between 2022 and 2024 : A substantial number of nurses leaving the profession could exacerbate current shortages and increase the urgency to train new nurses.

nurses exited the workforc

Over 138,000 nurses exited the workforce between 2022 and 2024 : A substantial number of nurses leaving the profession could exacerbate current shortages and increase the urgency to train new nurses.

e .
3
Nearly 40% of remaining

40% of remaining nurses report plans to leave by 2029 : A nearly half of the existing nursing workforce is considering leaving, which could further increase the shortage of nurses.

nurses repor

40% of remaining nurses report plans to leave by 2029 : A nearly half of the existing nursing workforce is considering leaving, which could further increase the shortage of nurses.

t
plans to leav

40% of remaining nurses report plans to leave by 2029 : A nearly half of the existing nursing workforce is considering leaving, which could further increase the shortage of nurses.

e the pro

40% of remaining nurses report plans to leave by 2029 : A nearly half of the existing nursing workforce is considering leaving, which could further increase the shortage of nurses.

fession by 20

40% of remaining nurses report plans to leave by 2029 : A nearly half of the existing nursing workforce is considering leaving, which could further increase the shortage of nurses.

29.
Education pipeline

Education Pipeline : The educational journey students go through from primary education to career readiness, often highlighted for bottlenecks or challenges in specific fields.

constraints: Nursing

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

Nursing schools unable to scale due to faculty shortages : The inability to expand due to a lack of faculty means fewer new nurses can be trained, worsening the shortage.

schools are unable t

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

Nursing schools unable to scale due to faculty shortages : The inability to expand due to a lack of faculty means fewer new nurses can be trained, worsening the shortage.

o scale due to faculty

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

Nursing schools unable to scale due to faculty shortages : The inability to expand due to a lack of faculty means fewer new nurses can be trained, worsening the shortage.

shortages

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

Nursing schools unable to scale due to faculty shortages : The inability to expand due to a lack of faculty means fewer new nurses can be trained, worsening the shortage.

and limited clinical
placements .
4
US Literacy Challenges
21% of U.S. adults are considered
illiterate .
5
A staggering 54% read below a 6th-grade
level, impacting their ability to complete
training and certification programs .
5
Among adults lacking pr

34% of adults lacking proficiency are foreign-born : This highlights the need for targeted support in literacy and education, especially for immigrant populations.

oficiency

34% of adults lacking proficiency are foreign-born : This highlights the need for targeted support in literacy and education, especially for immigrant populations.

, 34

34% of adults lacking proficiency are foreign-born : This highlights the need for targeted support in literacy and education, especially for immigrant populations.

% are

34% of adults lacking proficiency are foreign-born : This highlights the need for targeted support in literacy and education, especially for immigrant populations.

foreign-bo

34% of adults lacking proficiency are foreign-born : This highlights the need for targeted support in literacy and education, especially for immigrant populations.

rn, underscoring the need for
targeted literacy solutions.
Estimated annual economi

Estimated annual economic cost of low literacy: $2.2 trillion : Low literacy has a significant negative impact on the economy, stressing the importance of improving literacy rates.

Low literacy levels among U.S. adults could be costing the economy $2.2 trillion a year : Significant numbers of adults in the U.S. struggle to read and write effectively, which might be holding them back in the workforce and leading to vast economic losses.

c cost of low

Estimated annual economic cost of low literacy: $2.2 trillion : Low literacy has a significant negative impact on the economy, stressing the importance of improving literacy rates.

Low literacy levels among U.S. adults could be costing the economy $2.2 trillion a year : Significant numbers of adults in the U.S. struggle to read and write effectively, which might be holding them back in the workforce and leading to vast economic losses.

literacy

Literacy Rate : The percentage of people who are able to read and write in a certain population, with higher literacy rates indicating more people are literate.

: $2.2 trillion .
6
7.6 million job openings reported in the

7.6 million job openings in the U.S. as of February 2025 : A large number of available jobs suggests potential opportunities but also indicates a skills gap in the workforce.

U

U.S. : Short for the United States of America, a country facing challenges in workforce development, particularly in healthcare and nursing education.

.S. as of February 2025 .
7
3.8 million new manuf

3.8 million new manufacturing jobs expected by 2033 : This shows potential growth in the manufacturing sector, but also poses a challenge to find qualified workers to fill these roles.

acturing jobs

3.8 million new manufacturing jobs expected by 2033 : This shows potential growth in the manufacturing sector, but also poses a challenge to find qualified workers to fill these roles.

expected b

3.8 million new manufacturing jobs expected by 2033 : This shows potential growth in the manufacturing sector, but also poses a challenge to find qualified workers to fill these roles.

y 20

3.8 million new manufacturing jobs expected by 2033 : This shows potential growth in the manufacturing sector, but also poses a challenge to find qualified workers to fill these roles.

33 .
8
However, 1.9 million of those r

1.9 million roles may go unfilled by 2033 due to lack of qualified workers : Despite job growth, a lack of skilled workers could result in many positions remaining unfilled, affecting economic progress.

oles may g

1.9 million roles may go unfilled by 2033 due to lack of qualified workers : Despite job growth, a lack of skilled workers could result in many positions remaining unfilled, affecting economic progress.

o
unfilled due to lack of qualified w

1.9 million roles may go unfilled by 2033 due to lack of qualified workers : Despite job growth, a lack of skilled workers could result in many positions remaining unfilled, affecting economic progress.

orkers

1.9 million roles may go unfilled by 2033 due to lack of qualified workers : Despite job growth, a lack of skilled workers could result in many positions remaining unfilled, affecting economic progress.

.
Many Americans require retraining to
bridge the skills gap

skills gap : The difference between the skills required for a job and the skills possessed by applicants or employees.

and fill high-demand
roles .
9
NURSING

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

CHALLENGES
3QIMETA | CASE STUDY @ CAPITAL HEALTH
ADDRESSING THE NURSING
SHORTAGE AT ITS CORE:
EDUCATION AND
INCLUSIVTY
The Equity

Economic Equity : The fair and just distribution of economic resources and opportunities within a society.

Problem
Nursing education remains difficult to access
and succeed in for many students. Courses
like Radiation T

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

echnology demand a strong

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

foundation in subjects lik

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

e physics

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

and cell
biology—topics that are essential for work
with MRI

MRIs : Magnetic Resonance Imaging, a type of imaging equipment used in medical settings, requiring knowledge from courses like Radiation Technology.

s and CT scanner

CT scanners : Medical imaging devices that combine X-ray measurements taken from different angles to create cross-sectional images of specific areas of the body.

s, but which many
students haven’t mastered by the time they
enter nursing programs. These challenges are
especially steep for students from under-
resourced academic backgrounds, where
these subjects may not have been taught in
depth. For them, courses like this often
become roadblocks.
Diversity in S

Diversity in STEM : The inclusion of different groups of people (e.g., different races, genders) in science, technology, engineering, and math fields.

STEM : An acronym for Science, Technology, Engineering, and Mathematics, representing a group of subjects critical to modern education and industries.

TEM

Diversity in STEM : The inclusion of different groups of people (e.g., different races, genders) in science, technology, engineering, and math fields.

STEM : An acronym for Science, Technology, Engineering, and Mathematics, representing a group of subjects critical to modern education and industries.

Women and students from underr

Underrepresented Groups : Populations that have less presence or representation in a particular area or field compared to their overall numbers in society.

epr

Underrepresented Groups : Populations that have less presence or representation in a particular area or field compared to their overall numbers in society.

esented

Underrepresented Groups : Populations that have less presence or representation in a particular area or field compared to their overall numbers in society.

racial and ethnic backgrounds remain
disproportionately excluded from many STEM
pathways, particularly in technical fields.
According to the NSF, women earned just 35%
of STEM bachelor’s degrees in 2022—only 21%
in engineering and 19% in computer science.
Racial gaps are just as stark: Black workers
made up 11% of the total U.S. workforce but
only 6.9% of STEM roles, while Hispanic
workers made up 18% of the workforce but
held just 13.5% of STEM jobs.
Why This Matters
A lack of diversity in nursing and related
technical fields not only limits who gets to
participate in these careers, but also reduces
the range of ideas and innovation within
healthcare. Bridging these education gaps
especially in foundational science coursework
—is critical to developing a workforce that is
both inclusive and prepared to meet future
healthcare demands.
While nursing draws more women overall,
technical subfields like radiologic technology
often reflect the same barriers seen across
STEM

STEM : An acronym for Science, Technology, Engineering, and Mathematics, representing a group of subjects critical to modern education and industries.

—gaps in prior academic preparation,
limited exposure to advanced science
coursework, and structural filters that make it
harder for marginalized students to persist
through the most difficult parts of the
curriculum.
Figure 1: Underserved communities face greater difficulty in
entering STEM fields.
Figure 2:
Female
students
continue to be
disproportionat
ely represented
in STEM college
degrees
The Radiation Technology

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

course has been
taught by an experienced instructor who
has developed her own slides to simplify
and present the material effectively. An
example of the slides is given to the right in
Figure 3.
SOLUTION
4QIMETA | CASE STUDY @ CAPITAL HEALTH
Key Enhancements
QiMeta integrated seamlessly with existing
course materials to make difficult concepts
easier to grasp and faster to review. These
tools helped reduce student frustra

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

tion,

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

increase eng

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

agement

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

, and improve study
efficiency.
Clarifies Difficult Concepts Instantly
QiMeta’s Intelligent Highlighting

intelligent highlighting : A feature of QiMeta that draws attention to complex terms and essential facts within educational materials.

draws
attention to complex terms and
essential facts, helping students focus
on what matters most. Students
reported that this saved them time
during review and helped them feel less
overwhelmed.
Makes Content More Approachable
With Inter

interactive definitions : Clickable terms in QiMeta that offer simplified explanations based on the student's learning level.

active Definitio

interactive definitions : Clickable terms in QiMeta that offer simplified explanations based on the student's learning level.

ns, students
could click on highlighted terms to see
simplified explanations, tailored to their
learning level. This gave them the
confidence to keep up—even when core
science topics felt intimidating.
Provides On-Demand Support
The Ask Qi

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

Meta chatbot allowed
students to ask questions directly from
within the slides. It provided fast,
accurate responses using real course
content—like having a tutor available
anytime, without needing to schedule
extra help.
Figure 3: Original slide
Figure 4 - QiMeta enhanced slide, highlighting difficult
concepts. A sample definition is shown for “Hormesis

hormesis : A biological phenomenon where a beneficial effect results from exposure to low doses of a substance that is otherwise toxic or lethal at higher doses.

Figure 5 - Users can use “Ask QiMeta” to support deeper
comprehension and more personalized learning
DEPLOYMENT
PROCESS
5QIMETA | CASE STUDY @ CAPITAL HEALTH
Structured Deployment Approach
Content Selection:
The instructor selected existing lecture slides and
reading materials to be enhanced—no need to
redesign or rewrite content from scratch.
AI Enhancement:
QiMeta automatically identified complex terms and
inserted learning tools. The instructor could quickly
review and approve suggested highlights and
definitions.
LMS Integration:
Enhanced materials were provided as links that
were added to the school’s learning management

learning management system lms : A software application for the administration, documentation, tracking, reporting, and delivery of educational courses or training programs.

system

learning management system lms : A software application for the administration, documentation, tracking, reporting, and delivery of educational courses or training programs.

(LMS), keeping all resources in one familiar
place for students.
Classroom Introduction:
In the first week, students received a 10-minute
walkthrough on how to use the enhanced slides—no
special training required.
Student Support & Feedback

Student feedback highlighted focus, clarity, access, and ease of use : Students appreciated the accessibility and clarity of materials with QiMeta, which helped them stay focused while studying.

Collection:
QiMeta staff visited again the following week to
answer questions and gather feedback. At the end
of the course, students completed a survey on
their experience.
The implementation of QiMeta in the Radiation

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

Technology course followed a clear, five-step
rollout that minimized disruption and maximized
student benefit:
Content
Selection
AI

AI (Artificial Intelligence) : A branch of computer science that emphasizes the creation of intelligent machines that work and react like humans.

AI-Enhanced Learning : Educational experiences improved through the integration of Artificial Intelligence to create adaptive and personalized learning environments.

AI Integration : The process of incorporating Artificial Intelligence into systems or tools to enhance functionality.

Enhancement
LMS
Integration
Classroom
Introduction
Support &
Feedback
AT MY
FINGERTIPS
RESULTS AND
IMPACT
6QIMETA | CASE STUDY @ CAPITAL HEALTH
Student F

Student feedback highlighted focus, clarity, access, and ease of use : Students appreciated the accessibility and clarity of materials with QiMeta, which helped them stay focused while studying.

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

eedback

Student feedback highlighted focus, clarity, access, and ease of use : Students appreciated the accessibility and clarity of materials with QiMeta, which helped them stay focused while studying.

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

Students consistently highlighted how
QiMeta helped them better understand
complex concepts and study more
effectively. Many appreciated its simplicity,
responsiveness, and accessibility across
devices—making it easier to focus and retain
material in a demanding course. Below are
direct testimonials:
“For the first time, I really saw firsthand just
how much it helped me retain the content.
Specifically, it helped me remember not to
mix up the steps of the Cell C

cell cycle : A series of phases that cells go through, including growth, DNA replication, and cell division.

ycle

cell cycle : A series of phases that cells go through, including growth, DNA replication, and cell division.

and Cell
Division (mitosis

Cell Division (mitosis) : A process where a single cell divides into two identical daughter cells

)... I get very easily distracted
while studying, so I’

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

m gra

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

teful to ha

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

ve this

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

tool at my fing

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

ertips.

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

“QiMeta helped a lot with better e

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

xplaining

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

somatic cells vs. g

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

enetic

somatic cells : Any cells forming the body of an organism, excluding reproductive cells.

genetic cells : Cells involved in reproduction, like sperm and egg cells, which carry genetic information passed to offspring.

cells and how they
divide into daughter cells. I also appreciated
that I was able to use QiMeta on my laptop,
phone, and iPad... which can be inconvenient
if I don’t have my computer with me.
“Rather than get distracted trying to scan my
books for specific material, QiMeta allowed
me to gain a deeper understanding without
overwhelming me... It filtered the content
down to the core concepts, and if I needed
further information, it provided more details.
“I liked that difficult concepts were already
highlighted with definitions/explanations
readily available.
helps stay on track
reliable
& efficient
At a Glance: What students valued most — focus

Student feedback highlighted focus, clarity, access, and ease of use : Students appreciated the accessibility and clarity of materials with QiMeta, which helped them stay focused while studying.

, clarity

Student feedback highlighted focus, clarity, access, and ease of use : Students appreciated the accessibility and clarity of materials with QiMeta, which helped them stay focused while studying.

,

Student feedback highlighted focus, clarity, access, and ease of use : Students appreciated the accessibility and clarity of materials with QiMeta, which helped them stay focused while studying.

access, and ease of use.

Student feedback highlighted focus, clarity, access, and ease of use : Students appreciated the accessibility and clarity of materials with QiMeta, which helped them stay focused while studying.

7QIMETA | CASE STUDY @ CAPITAL HEALTH
Teacher Feedback
Teachers also shared how QiMeta helped
their students stay focussed, understand
complex materials more easily, and engage
more deeply with the content. Below are
direct testimonials:
The embedded links kept the students more
interested in the material because they could
instantly explore an idea they were curious
about.” -Karen D. Wheeler, MS, MMP, DABR -
Medical Physicist
“Students did not have to leave the content
they were reading to "google" a topic for
further explanation. AI certainly kept them
more focused and less distracted. When
students "google" topics for further
explanations, it is difficult to assess the
authenticity of the referenced material.
Ultimately, I believe this will result in better
long term retention of course content.
-Theresa Levitsky, MA, RT - Program Director
“Being able to "engage" with the AI enhanced
material is a great feature since it enables
students to ask specific questions based on
their current level of understanding and their
learning styles.” -Theresa Levitsky, MA, RT -
Program Director
Survey Results
A student survey conducted at the end of the
course showed strong satisfaction with
QiMeta’s learning tools:
Overall sa

Overall satisfaction: 4.3 out of 5 : Students rated QiMeta's learning tool with a high satisfaction score, indicating a positive experience.

tisfaction:

Overall satisfaction: 4.3 out of 5 : Students rated QiMeta's learning tool with a high satisfaction score, indicating a positive experience.

4.3 out of 5

Overall satisfaction: 4.3 out of 5 : Students rated QiMeta's learning tool with a high satisfaction score, indicating a positive experience.

Perceived effectiveness as a learning

Perceived effectiveness as a learning tool: 4.0 out of 5 : Students found the QiMeta tool to be effective for learning, suggesting it helped them understand the material.

tool: 4.0 out of 5

Perceived effectiveness as a learning tool: 4.0 out of 5 : Students found the QiMeta tool to be effective for learning, suggesting it helped them understand the material.

These scores reflect how students valued the
accessibility, clarity, and support QiMeta
provided throughout the course.
Satisfaction Eectiveness
Satisfaction Eectiveness
0
1
2
3
4
5
Student Survey Results
Academic Performance
Student test scor

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

Student test scores using QiMeta were comparable to previous years : Although not statistically significant yet, early results show that student performance is maintained with the use of AI learning tools.

es wer

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

Student test scores using QiMeta were comparable to previous years : Although not statistically significant yet, early results show that student performance is maintained with the use of AI learning tools.

e analyzed t

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

Student test scores using QiMeta were comparable to previous years : Although not statistically significant yet, early results show that student performance is maintained with the use of AI learning tools.

o

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

Student test scores using QiMeta were comparable to previous years : Although not statistically significant yet, early results show that student performance is maintained with the use of AI learning tools.

compare outcomes between cohorts using

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

Student test scores using QiMeta were comparable to previous years : Although not statistically significant yet, early results show that student performance is maintained with the use of AI learning tools.

standard materials and those using QiMeta.

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

Student test scores using QiMeta were comparable to previous years : Although not statistically significant yet, early results show that student performance is maintained with the use of AI learning tools.

The results are still early — no statistically
significant differences yet — but test
conditions were consistent (no AI assistance),
and the Class of 202

Class of 2025 : The cohort of students who used QiMeta for their learning and studying

5 (AI assistance used for
learning and studying) performed comparably
to prior years.
With only 12 students in this pilot group, more
data is needed to assess long-term academic
impact.
Data is pictured in Figure 7
Figure 7 - 2025 test performance after learning with QiMeta
were comparable, but more data needed
Figure 6 - Student satisfaction and effectiveness
of learning were rated high.
Overall, QiMeta supports students in
becoming more active, independent readers.
Its core benefits include:
Keeps Students Focused:
Students often lose focus when they need to
stop and look up unfamiliar terms. QiMeta
removes that friction by providing in-line
definitions and contextual help

Contextual Help : Assistance or information provided in the specific context a term or passage appears in, aiding understanding.

—keeping
students on task and focused on the core
concepts.
Removing Roadblocks to Understanding:
When a student hits a confusing passage or
unclear concept, QiMeta provides immediate,
in-context explanations. This helps them move
forward without the frustration of getting
stuck or needing outside support.
Sparking Curiosity
As students build confidence in what they’re
reading, they begin to ask deeper questions.
QiMeta supports this by enabling instant
exploration—turning confusion into curiosity
and passive reading into active

Active Reading : A reading strategy involving engagement with the text, through actions like questioning, summarizing, and analyzing its content.

engagement.
Lowering the Barrier to Asking Questions
In classrooms, students often hesitate to ask
questions publicly. QiMeta’s private chatbot
gives them a way to seek clarification without
judgment—encouraging more frequent and
meaningful engagement with the material.
8QIMETA | CASE STUDY @ CAPITAL HEALTH
When students hit a block, QiMeta delivers instant,
contextual support.
QiMeta keeps students focused by eliminating the need
to leave the page for definitions.
Analysis
QiMeta may not dr

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

amatically chang

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

e test

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

scores in the short t

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

erm, but students

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

consistently r

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

eported that it m

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

ade content

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

easier to understand

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

and less frustrating to
review. For academically rigorous courses,
even modest improvements in
comprehension and accessibility can be
meaningful.
Student feedback also suggested that QiMeta
helped simplify dense material and
potentially reduce the time needed to study
effectively. While not yet measured formally,
these are promising areas for future research
as we continue to evaluate the tool’s long-
term impact on student performance and
engagement.
QiMeta was designed to help students
overcome some of the most persistent
challenges in education—especially in
complex, technical subjects. While test
score impact is still being studied, students
consistently report that it makes reading
easier, studying more focused, and learning
more engaging.
CONCLUSION
9QIMETA | CASE STUDY @ CAPITAL HEALTH
Impact on Nursing Education
The deployment of QiMeta at Capital Health

Capital Health : The institution where the Radiation Technology course was implemented

School of
Radiologic Technology demonstrated the potential of AI

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

-
enhanced learning in unfamiliar subject areas such as

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

radiation physics

radiation technology : A field of study that involves the use of radiation for medical imaging, cancer treatment, and other applications.

Radiation Physics : A branch of physics focused on the study and application of radiation and its interactions with matter, often taught in healthcare programs like nursing.

for nursing students. Students
appreciated the interactive, accessible, and personalized
learning experience, and their feedback suggests QiMeta
helped them stay focused and better understand difficult
concepts.
By integrating AI into nursing education, Capital Health is
taking a proactive approach to enhancing student
learning and better preparing the next generation of
healthcare professionals.
Workf

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

orc

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

e Development

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

Implications
While this case study focuses on nursing education, the
challenges it addresses—such as low literacy levels,
limited instructor capacity

Instructor Capacity : The ability of teachers or educational staff to manage and deliver instructional content effectively.

, and the need for scalable,
high-quality training—are shared by many industries
seeking to modernize workforce development. QiMeta
offers a flexible, replicable model for institutions looking
to enhance training and learning outcomes with minimal
disruption to existing operations.
By leveraging instructors’ existing content, QiMeta
streamlines the process of integrating AI into workforce
training. Its intuitive platform transforms static materials
into dynamic, interactive learning experiences that
promote comprehension, engagement, and accessibility.
The deployment process is designed for ease of adoption:
Content Selection – Instructors identify existing
materials (e.g., slides, readings) that would benefit
from AI enhancement.
AI Integra

AI Integration : The process of incorporating Artificial Intelligence into systems or tools to enhance functionality.

tion

AI Integration : The process of incorporating Artificial Intelligence into systems or tools to enhance functionality.

– Instructors can either apply highlights
themselves or opt for QiMeta’s support team to
enhance content as part of the subscription service.
Distribution – Students receive direct access to the
AI-enhanced content via shareable links

AI-Enhanced Learning : Educational experiences improved through the integration of Artificial Intelligence to create adaptive and personalized learning environments.

, enabling

AI-Enhanced Learning : Educational experiences improved through the integration of Artificial Intelligence to create adaptive and personalized learning environments.

immediate integr

AI-Enhanced Learning : Educational experiences improved through the integration of Artificial Intelligence to create adaptive and personalized learning environments.

ation into classr

AI-Enhanced Learning : Educational experiences improved through the integration of Artificial Intelligence to create adaptive and personalized learning environments.

oom or self-paced

AI-Enhanced Learning : Educational experiences improved through the integration of Artificial Intelligence to create adaptive and personalized learning environments.

learning

AI-Enhanced Learning : Educational experiences improved through the integration of Artificial Intelligence to create adaptive and personalized learning environments.

environments.
Future Directions
Although early test score da

Early test score data has yet to demonstrate a statistically significant improvement : Although immediate test score improvements aren't significant, positive student feedback suggests potential long-term benefits.

ta has yet to demonstra

Early test score data has yet to demonstrate a statistically significant improvement : Although immediate test score improvements aren't significant, positive student feedback suggests potential long-term benefits.

te a

Early test score data has yet to demonstrate a statistically significant improvement : Although immediate test score improvements aren't significant, positive student feedback suggests potential long-term benefits.

statistically significant impro

Early test score data has yet to demonstrate a statistically significant improvement : Although immediate test score improvements aren't significant, positive student feedback suggests potential long-term benefits.

vement

Early test score data has yet to demonstrate a statistically significant improvement : Although immediate test score improvements aren't significant, positive student feedback suggests potential long-term benefits.

, the overwhelmingly
positive student feedback signals strong potential for
long-term educational benefits. Moving forward, Capital
Health is expanding QiMeta’s implementation to
additional nursing courses and other technical
disciplines. Larger-scale evaluations will help assess the
platform’s effectiveness across broader learning
contexts.
Future impact assessments will include quantitative
metrics such as:
Course performance

Course Performance : A measure of student success or achievement in academic classes, often reflected in grades or assessments.

and grade improvement
Course completion rates
Student retention and eng

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

agement

Student Engagement : The level of interest, enthusiasm, and attention that students exhibit while learning, which contributes to their motivation and success.

levels
For workfor

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

ce development

Workforce Development : Efforts and initiatives aimed at improving the skills and capabilities of workers to meet the needs of the job market.

institutions adopting QiMeta,

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

relevant met

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

rics may also include:
Job placement rates among program graduates
Instructor workload reduction and time reallocation
Reduced remedia

Remediation : Educational support provided to students to help them achieve expected competencies in core learning areas.

tion

Remediation : Educational support provided to students to help them achieve expected competencies in core learning areas.

needs for foundation

Remediation : Educational support provided to students to help them achieve expected competencies in core learning areas.

al skills
QiMeta’s long-term value lies in its ability to address two
of the most persistent challenges in education and
training: low literacy rates and insufficient representation
in STEM. According to the National Center for Education
Statistics, 54% of U.S. adults r

54% read below a 6th-grade level : Over half of adults have limited reading skills, which presents challenges in completing training and education required for many professions.

54% of U.S. adults read below a sixth-grade level : This indicates a significant issue with literacy, potentially affecting workforce readiness and access to higher education opportunities.

ead below a sixth-grade

54% read below a 6th-grade level : Over half of adults have limited reading skills, which presents challenges in completing training and education required for many professions.

54% of U.S. adults read below a sixth-grade level : This indicates a significant issue with literacy, potentially affecting workforce readiness and access to higher education opportunities.

level

54% read below a 6th-grade level : Over half of adults have limited reading skills, which presents challenges in completing training and education required for many professions.

54% of U.S. adults read below a sixth-grade level : This indicates a significant issue with literacy, potentially affecting workforce readiness and access to higher education opportunities.

a sobering statistic with significant implications for
workforce readiness. By making complex content more
accessible and less intimidating, QiMeta has the potential
to improve literacy outcomes and support equitable
access to high-demand STEM fields.
As demonstrated through this pilot, QiMeta offers a

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

Content Comprehension : The ability to understand and interpret the material being read or studied.

scalable, low-friction appr

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

Content Comprehension : The ability to understand and interpret the material being read or studied.

oach to enhancing content

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

Content Comprehension : The ability to understand and interpret the material being read or studied.

comprehension

Students consistently reported that QiMeta made content easier to understand : Students found QiMeta helpful in improving their comprehension and reducing frustration, which is promising for future adoption.

Content Comprehension : The ability to understand and interpret the material being read or studied.

—empowering learners without
encouraging dependency. Its mission is to close
educational gaps

Educational Gaps : Disparities in academic performance or educational attainment between different groups of students.

and uplift communities through AI-
powered knowledge enhancement. By reducing barriers
to learning, supporting under-resourced educators, and
fostering curiosity-driven engagement, QiMeta aims to
drive transformational impact across education,
employment, and economic equity.
REFERENCES
10QIMETA | CASE STUDY @ CAPITAL HEALTH
1. USAHS. (202

Class of 2025 : The cohort of students who used QiMeta for their learning and studying

4). Understanding the Nursing Shortage: Causes and Solutions. University of St. Augustine for Health
Sciences. Retrieved from https://www.usa.edu/blog/nursing-shortage/
2. Nightingale College

Nightingale College : A college that offers nursing education.

. (2024). Nursing Shortage

Nursing Shortages : A situation where there are not enough qualified nurses to meet the healthcare needs, leading to unfilled positions and increased demand.

10% shortage in Registered Nurses (RNs) : A significant number of RN positions are currently unfilled, highlighting a gap in the healthcare workforce.

by State: Projections & Data. Retrieved from
https://nightingale.edu/blog/nursing-shortage-by-state.html
3. National Council of Sta

National Council of State Boards of Nursing (NCSBN) : An organization that conducts research on the nursing workforce.

te Boards of Nursing (NC

National Council of State Boards of Nursing (NCSBN) : An organization that conducts research on the nursing workforce.

SBN). (2024). Nursing

1.2 million additional nurses needed by 2030 : A large number of nurses are required to meet the healthcare demand in the near future, indicating a growing need for trained professionals in healthcare.

Workforce Study 2022-2024. Retrieved from
https://www.ncsbn.org/research/recent-research/workforce.page
4. American Association of Colleg

American Association of Colleges of Nursing (AACN) : An association that provides data and information about nursing education and workforce.

es of Nursing (AA

American Association of Colleges of Nursing (AACN) : An association that provides data and information about nursing education and workforce.

CN). (2023). Fact Sheet: Nursing Shortage

10% shortage in Registered Nurses (RNs) : A significant number of RN positions are currently unfilled, highlighting a gap in the healthcare workforce.

. Retrieved from
https://www.aacnnursing.org/news-data/fact-sheets/nursing-shortage
5. National Liter

National Literacy Institute : An institute that provides statistics and information about literacy.

acy

Literacy Rate : The percentage of people who are able to read and write in a certain population, with higher literacy rates indicating more people are literate.

literacy statistics : Data and information related to the ability of individuals to read and write at a specified age level.

Institute. (2024). Literacy Statistics 2024-2025: Where We Are Now. Retrieved from
https://www.thenationalliteracyinstitute.com/post/literacy-statistics-2024-2025-where-we-are-now
6. Nietz

Michael T. Nietzel : The author of a Forbes article discussing the economic impact of low literacy levels.

el, M. T. (2020, September 9). Low Liter

Low literacy levels among U.S. adults could be costing the economy $2.2 trillion a year : Significant numbers of adults in the U.S. struggle to read and write effectively, which might be holding them back in the workforce and leading to vast economic losses.

acy Levels Among

Low literacy levels among U.S. adults could be costing the economy $2.2 trillion a year : Significant numbers of adults in the U.S. struggle to read and write effectively, which might be holding them back in the workforce and leading to vast economic losses.

U.S. Adults Could Be Costing The Economy $2.2
Trillion A Year. Forbes. Retrieved from https://www.forbes.com/sites/michaeltnietzel/2020/09/09/low-literacy-levels-
among-us-adults-could-be-costing-the-economy-22-trillion-a-year/
7. U.S. Bureau of Labor Statistics

U.S. Bureau of Labor Statistics : A U.S. Department of Labor agency providing data on job openings and labor turnover.

. (2025, February). Job Openings and Labor T

7.6 million job openings in the U.S. as of February 2025 : A large number of available jobs suggests potential opportunities but also indicates a skills gap in the workforce.

job openings and labor turnover : Data showing the number of available jobs and the rate at which employees leave those jobs, affecting employment markets.

urnover – February 202

7.6 million job openings in the U.S. as of February 2025 : A large number of available jobs suggests potential opportunities but also indicates a skills gap in the workforce.

job openings and labor turnover : Data showing the number of available jobs and the rate at which employees leave those jobs, affecting employment markets.

5. U.S. Department
of Labor. Retrieved from https://www.bls.gov/news.release/jolts.nr0.htm
8. Invest

Investopedia : A website offering financial and economic information.

opedia

Investopedia : A website offering financial and economic information.

. (2024). Why Half of the New U.S.

Half of the new U.S. manufacturing jobs in the next decade could go unfilled : There is a mismatch between the skills that jobs demand and the skills people possess, meaning many jobs might not find qualified candidates.

Manufacturing Jobs in the Next Decade Could Go Unfilled. Retrieved
from https://www.investopedia.com/why-half-of-the-new-us-manufacturing-jobs-in-the-next-decade-could-go-
unfilled-8627559
9. Financial Times. (2023). America’s Skills Gap

skills gap : The difference between the skills required for a job and the skills possessed by applicants or employees.

: How Retraining Could Close the Jobs Deficit. Retrieved from
https://www.ft.com/content/aafd3d6e-9518-46b4-ab2f-9bacf4f9a442
10. Deng, Z., Lin, X., Zheng, Y., & Liu, J. (2025). Does Chat

ChatGPT : An advanced AI language model developed by OpenAI that is used to understand and generate human-like text based on input.

GPT enhance student learning? A systematic review and meta-
analysis of experimental studies. Computers & Education, 227, 105224. https://doi.org/10.1016/j.compedu.2024.105224
CONNECT WITH US
Institutions across healthcare,
manufacturing, education, and beyond
can benefit from piloting QiMeta as an AI
tool to bridge skill gaps, support instructor

Instructor Capacity : The ability of teachers or educational staff to manage and deliver instructional content effectively.

capacity

Instructor Capacity : The ability of teachers or educational staff to manage and deliver instructional content effectively.

, and promote learner autonomy.
CAN QIMETA HELP
YOUR INSTITUTION?
C

U.S. : Short for the United States of America, a country facing challenges in workforce development, particularly in healthcare and nursing education.

O N T A C

U.S. : Short for the United States of America, a country facing challenges in workforce development, particularly in healthcare and nursing education.

T U S
Founder and CEO,
Ruhul Quddus

Ruhul Quddus : Founder and CEO of QiMeta, responsible for its development and deployment.

Princeton, NJ

Princeton, NJ : The location associated with Ruhul Quddus and potentially the operational base for QiMeta.

www.qimet

qimeta : An educational tool integrated with course materials to help students learn by highlighting difficult concepts and providing interactive definitions.

ask qimeta : A chatbot feature of QiMeta that allows students to ask questions and receive answers using course content.

a.ai.com
rquddus@qianalysis.com
@QiMeta on LinkedIn
, None]
QiMeta Chat