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CompletedNCT07927231Updated Nov 10, 2026

Arduino-Based Real-Time Feedback for Manikin Endotracheal Intubation Training in Medical Students

An interventional study of Arduino-based real-time feedback laryngoscope and Structured airway-management course in Endotracheal Intubation, Medical Education and Simulation Training, sponsored by Tri-Service General Hospital (TSGH). Completed at 1 site in Taiwan. Open to participants aged 18 Years and older, including healthy volunteers. Per ClinicalTrials.gov, last updated 2026-11-10.

Sponsored by Tri-Service General Hospital (TSGH) · Not applicable, Interventional, and Other

From the registry’s dates

  • Registered 4 years 2 months after the study started (first participant enrolled Aug 2022, registered Nov 2026).
Updated Nov 10, 2026Newly registeredGo to Updates ↓
Phase
Not applicable
Study type
Interventional
Enrollment
80
Allocation
Randomized
Ages
18 Years and older
Sex
All
01

Study summary

This study evaluated whether an Arduino-based device that provides real-time pressure and time feedback during manikin practice improves endotracheal intubation training for sixth-year medical students. Small teaching groups of three to four students were allocated by lot to practice either with a feedback-equipped manikin or with a standard manikin, within the same structured airway-management course. Upper-incisor loading during laryngoscopy, learner-reported autonomy, competence, intubation self-efficacy, and course satisfaction were measured before and after training, and intubation success was recorded during subsequent operating-room practice.

Read the detailed description

Single-center, two-arm, cluster-randomized controlled pretest-posttest study conducted during the 2022-2023 academic year at Tri-Service General Hospital, Taipei, Taiwan. The unit of allocation was the small teaching group (three to four students), assigned before each session by a physical chance-based procedure (lot drawing or coin toss).

Both arms received the same curriculum: a concept map of airway management, direct teaching and demonstration of airway adjuncts, bag-mask ventilation, and endotracheal intubation, followed by coached manikin practice with reflection and reattempts.

In the experimental arm, a pressure-sensing element at the tooth end of a standard laryngoscope blade transmitted signals to an Arduino-based display that showed a unitless upper-incisor pressure score and elapsed intubation time after each attempt, with an audible alarm above a preset pressure threshold. The control arm practiced on a standard manikin with usual instructor observation and verbal feedback.

The study was registered retrospectively after completion.

02

Conditions studied

  • Endotracheal Intubation
  • Medical Education
  • Simulation Training

Keywords

  • Arduino
  • Real-time feedback
  • Laryngoscopy
  • Manikin
  • Dental injury
  • Self-efficacy
  • Medical students
03

In context

Lead sponsor

Tri-Service General Hospital (TSGH) is the lead sponsor of 38 studies on the registry; 12 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
18 Years and older
Sexes eligible
All
Accepts healthy volunteers
Yes

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • Sixth-year medical students undertaking clinical internship training at the study hospital during the 2022-2023 academic year
  • Enrolled in the structured airway-management course

Exclusion criteria

Exclusion Criteria:

* Students unwilling to participate

05

Study design

Phase
Not applicable
Primary purpose
Other
Allocation
Randomized
Intervention model
Parallel assignment
Masking
None (open label)
Enrollment
80 participants (actual)

Study arms

  • Experimental
    Real-time feedback training

    Structured airway-management course with coached manikin practice using the Arduino-based real-time pressure and time feedback laryngoscope (40 students).

    Device: Arduino-based real-time feedback laryngoscope · Behavioral: Structured airway-management course

  • Active comparator
    Standard manikin training

    Same structured airway-management course with coached practice on a standard manikin and usual instructor observation and verbal feedback, without device-generated scores (40 students).

    Behavioral: Structured airway-management course

Interventions

  • DeviceArduino-based real-time feedback laryngoscope

    Standard laryngoscope blade fitted with a pressure-sensing element at the tooth end, connected to an Arduino-based display that shows a unitless upper-incisor pressure score and elapsed intubation time after each manikin intubation attempt, with an audible alarm when sensed pressure exceeds a preset threshold. Used during coached manikin practice within the structured airway-management course.

  • BehavioralStructured airway-management course

    Course-opening concept map of airway management, direct teaching and demonstration of oral and nasal airways, bag-mask ventilation, and endotracheal intubation, followed by coached practice on an airway manikin with instructor feedback, reflection, and reattempts. Delivered identically to both arms.

06

What researchers measure

Primary outcomes

  1. Upper-incisor pressure score

    Unitless score generated by the pressure-sensing laryngoscope during a manikin intubation attempt; higher scores indicate less loading of the upper incisors. The posttest score is compared between arms with adjustment for the pretest score.

    Time frame: Before training (pretest) and immediately after training (posttest), within the same teaching session

Secondary outcomes

  1. Autonomy

    Four-item learner-reported scale with 5-point responses (1, strongly disagree, to 5, strongly agree); total score range 4-20, higher scores indicate greater perceived autonomy.

    Time frame: Before training (pretest) and immediately after training (posttest), within the same teaching session

  2. Competence

    Four-item learner-reported scale with 5-point responses; total score range 4-20, higher scores indicate greater perceived competence.

    Time frame: Before training (pretest) and immediately after training (posttest), within the same teaching session

  3. Intubation self-efficacy

    Seven-item learner-reported scale with 5-point responses; total score range 7-35, higher scores indicate greater intubation self-efficacy.

    Time frame: Before training (pretest) and immediately after training (posttest), within the same teaching session

  4. Course satisfaction

    Mean score of three postcourse items with 5-point responses; range 1-5, higher scores indicate greater satisfaction.

    Time frame: Immediately after training

  5. Operating-room intubation success

    Proportion of successful endotracheal intubation attempts on patients in the operating room, with two to four scored attempts (success or failure) per student.

    Time frame: During the clinical anesthesiology rotation following training

07

Study locations

1 site
  • Tri-Service General Hospital
    Taipei, 114202, Taiwan
08

References and documents

Individual participant data

Plan to share: No — De-identified data are available from the principal investigator on reasonable request, subject to institutional and ethics requirements.

No publications or documents are linked to this record.

09

Updates

1 registry update since Sep 25, 2026
Registered
First appeared on the registry. No changes since
Nov 10, 2026
Show all 1 update
  1. Nov 10, 2026
    First appeared on the registry

From the registry record's own update history. This site started tracking changes on Sep 25, 2026; for anything earlier, see the record history on ClinicalTrials.gov ↗

10

Registry details

Key details

Study ID
NCT07927231
Lead sponsor
Tri-Service General Hospital (TSGH)
Collaborators
National Defense Medical University
Responsible party
Wei-Hung Chan (Attending Anesthesiologist, Tri-Service General Hospital (TSGH)) — Principal investigator
First posted
Nov 10, 2026
Start date
Aug 16, 2022
Primary completion
Aug 25, 2023
Completion
Aug 26, 2023
Last update
Nov 10, 2026

Study contacts

Wei-Hung Chan
principal investigator · Tri-Service General Hospital (TSGH)

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

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