Purpose: We aimed to propose and validate a novel method for measuring and analyzing cervical spine range of motion (ROM) using built-in smartphone cameras and artificial intelligence technology. Methods: The participants were 15 healthy men (average age: 22.40±1.30 y, height: 175.60±4.17 cm, weight: 74.07±8.05 kg). Cervical spine ROM during extension, flexion, lateral bending, and rotation was collected using a three-dimensional (3D) motion analysis system. An application with the Pose Detection feature of the Google ML Kit was used to capture and record body segment positions. ROM was calculated using Visual 3D software, and multivariate linear regression analysis was performed on the collected data. Results: Lateral flexion (left) had the highest determination coefficient (Adjusted R2=0.851), showing the most consistent biomechanical pattern, while extension had a lower determination coefficient (Adjusted R2=0.747). ROM estimates that regression models had a root mean square error between 4.43° and 5.85° and a normalized root mean square error between 9.90% and 18.03%. Conclusion: This study presents a data-driven approach to understanding cervical motions using smartphones, providing foundational data for clinical evaluation.
목차
Abstract Ⅰ. 서론 Ⅱ. 연구방법 1. 연구대상자 2. 실험 절차 3. 자료처리 4. 통계분석 Ⅲ. 결과 1. 경부 동작 별 회귀 분석 결과 2. 경부 동작 별 실제 관절 가동범위와 회귀식을 통해 추정한 관절 가동범위 비교 Ⅳ. 논의 Ⅴ. 결론 참고문헌
키워드
Range of motion estimation applicationArtificial intelligenceCervical spine range of motion estimationMotion analysisMultivariate linear regression analysis
저자
Da-Hoon Park [ 박다훈 | Cheongju University, Department of Sports Rehabilitation, Researcher ]
Young-KI Hong [ 홍영기 | Cheongju University, Department of Sports Rehabilitation, Professor ]
교신저자
대한스포츠물리치료학회 [Korean Society of Sports Physical Therapy]
설립연도
1992
분야
의약학>물리치료학
소개
스포츠물리치료학의 발전향상과 회원 상호간의 유대강화 및 친목을 도모함을 목적으로 하며 다음 사업을 한다.
1.스포츠물리치료학의 연구발전에 관한 사항.
2.학술지 발간에 관한 사항.
3.스포츠물리치료 정보의 수집 및 교환에 관한 사항.
4.국제 스포츠물리치료 교류에 관한 사항.
5.스포츠물리료학 교육 및 지도에 관한 사항.
6.기타 본회 목적 달성에 관한 사항.
간행물
간행물명
정형스포츠물리치료학회지 [Archives of Orthopedic and Sports Physical Therapy]