Implementation ResearchNCT07532343
Barriers and Facilitators to Nursing Record With AI Technology Application
An observational study of Implementation Research and Artificial Intelligence (AI), run by National Yang Ming Chiao Tung University Hospital at 1 site in Taiwan.
Trial summary
The goal of this study is to examine the facilitators and barriers to the comprehensive implementation of AI technology in nursing documentation. The main questions it aims to answer are: What are facilitators to the comprehensive implementation of AI technology in nursing documentation? What are barriers to the… Read more about this study
- Who is it for?
- Ages 18 years and olderHealthy volunteers can take part
- Conditions the study is for
- Implementation Research, Artificial Intelligence (AI), Nursing Documentation Burden
- What is being tested?
- AI-based technologies systems to assist with nursing record
- Type of treatment
- Lifestyle or therapy programme
- How many people
- 271 participants
- Where
- 1 siteTaiwan
- Study dates
- 1 May 2026to 30 Apr 2027
- How long will I take part?
- 1 Year
- Phase
- Observational
- Are there results?
- Not yet: the study is under way
Key requirements
Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.
- Ages 18 years and older
- All sexes
- Healthy volunteers accepted
- Adult, Older adult
Study population: All wards at the study hospital will be invited to participate in the study hospital. Registered nurses holding valid licenses with documented work history will be included in this study. Participants must possess Chinese language proficiency to participate.
Who may be able to join
- Nurses assigned to ward
Who cannot join
- Nurses without record-keeping task
- Those assigned to intensive care units, emergency room, or operating rooms
Trial locations and contacts
1 site in 1 country. Contact the study team or a site near you to ask about taking part.
Taiwan1 site
National Yang Ming Chiao Tung University
Taipei
Sheng-Miauh Huang, PhD, 886-3-9325192 Ext. ext. 13401, r910862@nycu.edu.tw
About this study
Official title: Barriers and Facilitators to Nursing Record With AI Technology Application: A Mixed Methods Study Using the Consolidated Framework for Implementation Research
The goal of this study is to examine the facilitators and barriers to the comprehensive implementation of AI technology in nursing documentation. The main questions it aims to answer are:
What are facilitators to the comprehensive implementation of AI technology in nursing documentation? What are barriers to the comprehensive implementation of AI technology in nursing documentation? What strategies can help to fully utilize artificial intelligence technology in nursing documentation?
- Being tested
- AI-based technologies systems to assist with nursing record
What participants receive
What participants receive. In a randomised study each person is assigned to one group by chance.
AI-based technologies systems to assist with nursing recordBehavioural
The AI information system is the Clinical Care Information Systems Platform accessible via mobile devices.
What is being measured
The primary outcome is the main question the study is designed to answer.
The pragmatic context assessment tool
The Pragmatic Context Assessment Tool that assesses constructs most commonly associated with outcomes.This tool was to create a way to assess a selected number of CFIR constructs. This tool is designed to help teams identify barriers and facilitators at various points throughout the implementation process.
Measured: one year (2025/04/01-2026/05/31)
Secondary outcomes (1)
Organizational Readiness of Implementing Evidence-Based Practices
Organizational readiness for implementing evidence-based practices (EBPs) is the organizational members' shared commitment to change, their capacity to implement a specific change, and the organizational climate that supports the innovation. It measures the willingness and ability of an organization to adopt, use, and sustain research-backed practices effectively.
Measured: one year (2025/04/01-2027/05/31)
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted15 Apr 2026
- Study start1 May 2026 (estimated)
- Primary completion30 Apr 2027 (estimated)
- Study completion30 Apr 2027 (estimated)
Resources
- Official record on ClinicalTrials.govThe registry entry this page is built from, with its full change history.
- Publications (1)Papers the sponsor has linked to this study.
- Other trials for Implementation ResearchStudies of the same condition, open and under way.
- What the trial phases meanHow a treatment moves from first tests in people to approval.
More details
For doctors and researchers: how the study is designed, who runs it, and its registry IDs.
Study design
- Study type
- Observational
- Observational model
- Cohort
- Time perspective
- Prospective
- Enrolment
- 271 participants (estimated)
- Target duration
- 1 Year
Sponsor and investigators
- Lead sponsor
- National Yang Ming Chiao Tung University Hospital
- Sponsor type
- University, hospital or other
- Responsible party
- Principal investigator, Sheng-Miauh Huang, National Yang Ming Chiao Tung University Hospital
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT07532343
- Sponsor's protocol ID
- 2025A056
- Status last verified
- Apr 2026
- First submitted
- 8 Apr 2026
- Last updated
- 15 Apr 2026
- Results posted
- No
- Data monitoring committee
- No
- FDA-regulated drug
- No
- FDA-regulated device
- No
- Individual data sharing
- No
Publications
Damschroder LJ, Reardon CM, Opra Widerquist MA, Lowery J. Conceptualizing outcomes for use with the Consolidated Framework for Implementation Research (CFIR): the CFIR Outcomes Addendum. Implement Sci. 2022 Jan 22;17(1):7. doi: 10.1186/s13012-021-01181-5.
PubMed 35065675
Study at a glance
From the registry record, last updated by the sponsor on 15 Apr 2026. Recruitment status is as the sponsor reported it: confirm with the study team.
- Official title
- Barriers and Facilitators to Nursing Record With AI Technology Application: A Mixed Methods Study Using the Consolidated Framework for Implementation Research
- ClinicalTrials.gov ID
- NCT07532343
- Acronym / sponsor ID
- 2025A056
- Study type
- Observational
- Recruitment status
- Not yet recruiting
- Enrolment
- 271 participants (estimated)
- Lead sponsor
- National Yang Ming Chiao Tung University HospitalUniversity, hospital or other
- Study start
- 1 May 2026 (estimated)
- Primary completion
- 30 Apr 2027 (estimated)
- Study completion
- 30 Apr 2027 (estimated)
- First posted
- 15 Apr 2026 (actual)
- Results
- Not posted in the source record
Clinical summary
The research question as the sponsor registered it. This describes what the study plans to test, not what it found.
The goal of this study is to examine the facilitators and barriers to the comprehensive implementation of AI technology in nursing documentation. The main questions it aims to answer are:
What are facilitators to the comprehensive implementation of AI technology in nursing documentation? What are barriers to the comprehensive implementation of AI technology in nursing documentation? What strategies can help to fully utilize artificial intelligence technology in nursing documentation?
Study design
- Observational model
- Cohort
- Time perspective
- Prospective
- Target follow-up
- 1 Year
Who may qualify
- Ages
- 18 years and older
- Sex
- All
- Healthy volunteers
- Accepted
- Age groups
- Adult, Older adult
- Study population
- All wards at the study hospital will be invited to participate in the study hospital. Registered nurses holding valid licenses with documented work history will be included in this study. Participants must possess Chinese language proficiency to participate.
Key inclusion criteria (1 listed)
- Nurses assigned to ward
Key exclusion criteria (2 listed)
- Nurses without record-keeping task
- Those assigned to intensive care units, emergency room, or operating rooms
Eligibility is decided by the study team after screening; this overview does not establish that a patient qualifies. Full inclusion and exclusion criteria.
Interventions
| Intervention | Type | Arms |
|---|---|---|
| AI-based technologies systems to assist with nursing recordThe AI information system is the Clinical Care Information Systems Platform accessible via mobile devices. | Behavioural | – |
Primary outcome
The pragmatic context assessment tool
Time frame: one year (2025/04/01-2026/05/31)
The Pragmatic Context Assessment Tool that assesses constructs most commonly associated with outcomes.This tool was to create a way to assess a selected number of CFIR constructs. This tool is designed to help teams identify barriers and facilitators at various points throughout the implementation process.
1 secondary outcome
Organizational Readiness of Implementing Evidence-Based Practices
Time frame: one year (2025/04/01-2027/05/31)
Results and safety
This study is still under way. Results are not available in the source record yet.
Research links
- Official record on ClinicalTrials.govLast updated by the sponsor 15 Apr 2026.
- Results publication: PubMed 35065675Damschroder LJ, Reardon CM, Opra Widerquist MA, Lowery J. Conceptualizing outcomes for use with the Consolidated Framework for Implementation Research (CFIR): the CFIR Outcomes Addendum. Implement Sci. 2022 Jan 22;17(1):7. doi: 10.1186/s13012-021-01181-5.
- Related InfoLink provided by the sponsor.
- Individual participant dataSharing planned: No
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Referral and contact
AzTrials does not enrol participants or take referrals. Contact the study team or a site listed below; they decide who can take part.
1 site in 1 country: see every site and its status.
Questions about this trial
What is this clinical trial studying?
An observational study of Implementation Research and Artificial Intelligence (AI), run by National Yang Ming Chiao Tung University Hospital at 1 site in Taiwan.
The full registered description is in the About this study section and the official record.
Who may be eligible to take part?
The sponsor lists 1 inclusion and 2 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.
Is this clinical trial currently recruiting?
The record says: opening soon, as of the sponsor's last update on 15 Apr 2026. Status can change between updates, so confirm with the study contact before making plans.
Where is the study taking place?
The record lists 1 site in Taiwan. Whether a site is taking part right now should be confirmed with that site. See every site.
What are the possible benefits and risks?
They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.
Are results available for this study?
This study is still under way. Results are not available in the source record yet.
How can a doctor refer a patient or contact the research team?
Contact Sheng-Miauh Huang (886-3-9325192 ext13401, r910862@nycu.edu.tw), or a site near the patient. AzTrials does not enrol participants or take referrals.
What does the primary outcome measure?
The pragmatic context assessment tool (time frame: one year (2025/04/01-2026/05/31)). It is what the study was designed to measure, not a finding.
Where can I read the original study information?
On the ClinicalTrials.gov record for NCT07532343, which also lists 1 linked publication.
Does a listing mean the treatment is approved or proven to work?
No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.
How often is this information updated?
AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 15 Apr 2026.