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Computer Vision-Based Recognition of Parathyroid Glands and Recurrent Laryngeal Nerves in Endoscopic Surgery (PTAIR)

2026년 6월 1일 업데이트: Bo Wang,MD, Fujian Medical University

Prospective Multicenter Model Validation Study of the PTAIR Computer Vision Model for Recognition of Parathyroid Glands and Recurrent Laryngeal Nerves During Endoscopic Thyroid Surgery

This study aims to evaluate the performance of the PTAIR computer vision model for recognizing parathyroid glands and recurrent laryngeal nerves during endoscopic thyroid surgery. Multicenter intraoperative endoscopic surgery videos will be prospectively collected. Using the video recorder timeline as the unified time reference, the first recognition time of parathyroid glands and recurrent laryngeal nerves by PTAIR, junior physicians, and senior physicians will be recorded during surgery. The continuous recognition time of parathyroid glands and recurrent laryngeal nerves by PTAIR will also be recorded.

This study focuses on the recognition performance of PTAIR in real-world multicenter endoscopic thyroid surgery settings. At this stage, PTAIR will not be used to guide intraoperative surgical decision-making, and the study will not evaluate the effect of PTAIR on clinical outcomes. The collected video data will be used to assess the performance of PTAIR under different centers, surgeons, equipment conditions, and surgical field conditions, and may provide data support for future model optimization.

연구 개요

상태

아직 모집하지 않음

상세 설명

Identification of the parathyroid glands and recurrent laryngeal nerves is an important component of safe thyroid surgery. Parathyroid glands are small and may resemble surrounding fat, lymph nodes, or soft tissue. The recurrent laryngeal nerve has a complex anatomical course and may be partially covered by fascia or insufficiently exposed in some cases, which may increase the difficulty of intraoperative recognition. Computer vision-based artificial intelligence models may help recognize these structures in endoscopic surgical images, but their performance in multicenter real-world surgical settings requires further validation.

Previous PTAIR studies mainly focused on parathyroid gland recognition in endoscopic thyroid surgery videos. Based on these prior studies, the present study will further evaluate the PTAIR model in a prospective multicenter setting, with a focus on recognition of parathyroid glands and recurrent laryngeal nerves. This stage of the study is designed as a model performance validation study and will not evaluate whether PTAIR changes intraoperative surgical decisions, parathyroid management, or postoperative clinical outcomes.

During endoscopic thyroid surgery, PTAIR, junior physicians, and senior physicians will identify parathyroid glands and recurrent laryngeal nerves based on the same intraoperative endoscopic visual field. All time-related outcomes will use the video recorder timeline as the unified reference. The study will record the first recognition time of the recurrent laryngeal nerve and parathyroid gland by PTAIR, junior physicians, and senior physicians, as well as the continuous recognition time of these structures by PTAIR. Expert-reviewed annotations will be used as the reference for subsequent model performance evaluation and confirmation of recognition results.

The study will also evaluate PTAIR performance under different exposure conditions, including cases with fascial coverage, incomplete exposure, or complex surgical field conditions. Multicenter video data will be used to assess model performance across different centers, surgeons, equipment settings, and operative field conditions, and may provide data for future model improvement and iteration.

연구 유형

관찰

등록 (추정된)

100

연락처 및 위치

이 섹션에서는 연구를 수행하는 사람들의 연락처 정보와 이 연구가 수행되는 장소에 대한 정보를 제공합니다.

연구 연락처

  • 이름: Bo Wang Professor, MD
  • 전화번호: 86+13959123550
  • 이메일: wangbo@fjmu.edu.cn

연구 장소

    • Fujian
      • Fuzhou, Fujian, 중국, 350001
        • Fujian Medical University Union Hospital
        • 연락하다:

참여기준

연구원은 적격성 기준이라는 특정 설명에 맞는 사람을 찾습니다. 이러한 기준의 몇 가지 예는 개인의 일반적인 건강 상태 또는 이전 치료입니다.

자격 기준

공부할 수 있는 나이

  • 어린이
  • 성인
  • 고령자

건강한 자원 봉사자를 받아들입니다

아니

샘플링 방법

비확률 샘플

연구 인구

The study population includes adult patients with benign or malignant thyroid disease who are scheduled to undergo endoscopic thyroid surgery at participating centers. Eligible patients will be prospectively enrolled during the study period if they meet the inclusion and exclusion criteria, agree to intraoperative video recording and research use, and have standardized recorder-based endoscopic surgical videos available. The study will evaluate PTAIR recognition performance for parathyroid glands and recurrent laryngeal nerves and compare it with recognition by junior and senior physicians based on the same intraoperative endoscopic visual field and the same video recording timeline.

설명

Inclusion Criteria:

  1. Age 18 years or older.
  2. Patients with benign or malignant thyroid disease who are scheduled to undergo endoscopic thyroid surgery.
  3. Standardized recorder-based intraoperative video collection is planned during surgery.
  4. Patients agree to intraoperative video recording, de-identification, and research use.
  5. Basic perioperative clinical data are available.
  6. The participating center is able to follow the standardized procedures for video collection, data upload, data security, and annotation quality control.

Exclusion Criteria:

  1. Refusal to provide informed consent.
  2. Patients scheduled to undergo conventional open thyroid surgery.
  3. Standardized recorder-based intraoperative video collection cannot be performed.
  4. Intraoperative video quality is insufficient for model analysis or expert review.
  5. Key surgical phases are missing from the video recording.
  6. Expert annotation or review of the parathyroid glands or recurrent laryngeal nerves cannot be completed.
  7. Video de-identification fails.
  8. Severe missing perioperative clinical data.
  9. Other conditions judged by the investigators to be unsuitable for study inclusion.

공부 계획

이 섹션에서는 연구 설계 방법과 연구가 측정하는 내용을 포함하여 연구 계획에 대한 세부 정보를 제공합니다.

연구는 어떻게 설계됩니까?

디자인 세부사항

코호트 및 개입

그룹/코호트
개입 / 치료
Multicenter Endoscopic Thyroid Surgery Video Cohort
This cohort includes adult patients with thyroid disease who are scheduled to undergo endoscopic thyroid surgery and consent to intraoperative video recording and research use. Recorder-based intraoperative videos will be collected to evaluate the recognition performance of PTAIR for parathyroid glands and recurrent laryngeal nerves. The recognition results of PTAIR will be compared with those of junior and senior physicians based on the same intraoperative endoscopic visual field and the same video recording timeline.
PTAIR is a computer vision model used to recognize parathyroid glands and recurrent laryngeal nerves in endoscopic thyroid surgery videos. In this observational study, PTAIR will be used to analyze recorder-based intraoperative videos and evaluate first recognition time, continuous recognition time, and recognition performance. PTAIR results will be compared with recognition by junior and senior physicians based on the same intraoperative endoscopic visual field and the same video recording timeline. At this stage, PTAIR will not be used to guide intraoperative surgical decision-making.

연구는 무엇을 측정합니까?

주요 결과 측정

결과 측정
측정값 설명
기간
First Recognition Time of the Recurrent Laryngeal Nerve
기간: Intraoperative period
Using the video recorder timeline as the unified time reference, the first recognition time of the recurrent laryngeal nerve by PTAIR, junior physicians, and senior physicians will be recorded during surgery. All recognitions will be based on the same intraoperative endoscopic visual field.
Intraoperative period
First Recognition Time of the Parathyroid Gland
기간: Intraoperative period
Using the video recorder timeline as the unified time reference, the first recognition time of the parathyroid gland by PTAIR, junior physicians, and senior physicians will be recorded during surgery. All recognitions will be based on the same intraoperative endoscopic visual field.
Intraoperative period
Continuous Recognition Time of the Recurrent Laryngeal Nerve
기간: Intraoperative period
Using the video recorder timeline as the unified time reference, the continuous recognition time of the recurrent laryngeal nerve by PTAIR will be recorded during surgery.
Intraoperative period
Continuous Recognition Time of the Parathyroid Gland
기간: Intraoperative period
Using the video recorder timeline as the unified time reference, the continuous recognition time of the parathyroid gland by PTAIR will be recorded during surgery.
Intraoperative period

2차 결과 측정

결과 측정
측정값 설명
기간
AP50 for Recurrent Laryngeal Nerve Recognition
기간: From completion of intraoperative video collection to completion of expert annotation and model analysis
Based on expert-reviewed annotations, AP50 will be calculated for PTAIR recognition of the recurrent laryngeal nerve. AP50 refers to the average precision at an intersection-over-union threshold of 0.50.
From completion of intraoperative video collection to completion of expert annotation and model analysis
AP50 for Parathyroid Gland Recognition
기간: From completion of intraoperative video collection to completion of expert annotation and model analysis
Based on expert-reviewed annotations, AP50 will be calculated for PTAIR recognition of the parathyroid gland. AP50 refers to the average precision at an intersection-over-union threshold of 0.50.
From completion of intraoperative video collection to completion of expert annotation and model analysis
Comparison of First Recognition Time of the Recurrent Laryngeal Nerve Between PTAIR and Physicians
기간: Intraoperative period
The first recognition time of the recurrent laryngeal nerve will be compared among PTAIR, junior physicians, and senior physicians during surgery.
Intraoperative period
Comparison of First Recognition Time of the Parathyroid Gland Between PTAIR and Physicians
기간: Intraoperative period
The first recognition time of the parathyroid gland will be compared among PTAIR, junior physicians, and senior physicians during surgery.
Intraoperative period
In Situ Recognition Rate of the Parathyroid Gland
기간: From completion of intraoperative video collection to completion of expert review
Based on intraoperative videos and expert review, the in situ recognition rate of parathyroid glands by PTAIR will be recorded.
From completion of intraoperative video collection to completion of expert review
Detection Rate of Parathyroid Glands on the Surgical Specimen
기간: Intraoperative period, before removal of the surgical specimen from the body
After completion of endoscopic dissection and before removal of the surgical specimen from the body, PTAIR will be used within the endoscopic visual field to examine whether parathyroid tissue is attached to or located around the surgical specimen. The detection result will be recorded.
Intraoperative period, before removal of the surgical specimen from the body

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연구에 대한 정보 입력을 담당하는 사람이 자발적으로 이러한 간행물을 제공합니다. 이것은 연구와 관련된 모든 것에 관한 것일 수 있습니다.

연구 기록 날짜

이 날짜는 ClinicalTrials.gov에 대한 연구 기록 및 요약 결과 제출의 진행 상황을 추적합니다. 연구 기록 및 보고된 결과는 공개 웹사이트에 게시되기 전에 특정 품질 관리 기준을 충족하는지 확인하기 위해 국립 의학 도서관(NLM)에서 검토합니다.

연구 주요 날짜

연구 시작 (추정된)

2026년 6월 1일

기본 완료 (추정된)

2027년 5월 31일

연구 완료 (추정된)

2028년 5월 31일

연구 등록 날짜

최초 제출

2026년 6월 1일

QC 기준을 충족하는 최초 제출

2026년 6월 1일

처음 게시됨 (실제)

2026년 6월 5일

연구 기록 업데이트

마지막 업데이트 게시됨 (실제)

2026년 6월 5일

QC 기준을 충족하는 마지막 업데이트 제출

2026년 6월 1일

마지막으로 확인됨

2026년 6월 1일

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