Initial study on an expert system for spine diseases screening using inertial measurement unit

被引：4

作者：

Pelc, Mariusz ^{[1
,2
]}

Kahankova, Radana Vilimkova ^{[3
]}

Blaszczyszyn, Monika ^{[4
]}

Mikolajewski, Dariusz ^{[5
]}

Konieczny, Mariusz ^{[4
]}

Khoma, Volodymir ^{[1
,6
]}

Bara, Gregor ^{[7
]}

Zygarlicki, Jaroslaw ^{[1
]}

Martinek, Radek ^{[1
,3
]}

Gupta, Munish K. ^{[8
,9
]}

Gorzelanczyk, Edward Jacek ^{[10
,11
,12
,13
,14
]}

Pawlowski, Mateusz ^{[15
,16
]}

Czapiga, Bogdan ^{[17
]}

Zygarlicka, Malgorzata ^{[1
]}

Kawala-Sterniuk, Aleksandra ^{[1
]}

机构：

[1] Opole Univ Technol, Fac Elect Engn Automat Control & Informat, PL-45758 Opole, Poland

[2] Univ Greenwich, Sch Comp & Math Sci, London SE10 9LS, England

[3] VSB Tech Univ Ostrava, Fac Elect Engn & Comp Sci, Ostrava, Czech Republic

[4] Opole Univ Technol, Fac Phys Educ & Physiotherapy, PL-45758 Opole, Poland

[5] Kazimierz Wielki Univ, Fac Comp Sci, PL-85064 Bydgoszcz, Poland

[6] Lviv Polytech Natl Univ, Inst Comp Technol Automat & Metrol, Lvov, Ukraine

[7] Univ Hosp Bonn, Dept Neurosurg, Bonn, Germany

[8] Opole Univ Technol, Fac Mech Engn, PL-45271 Opole, Poland

[9] Graph Era Univ, Dept Mech Engn, Dehra Dun, Uttarakhand, India

[10] Kazimierz Wielki Univ, Fac Philosophy, PL-85092 Bydgoszcz, Poland

[11] Adam Mickiewicz Univ, Fac Math & Comp Sci, PL-61614 Poznan, Poland

[12] Nicolaus Copernicus Univ, Coll Med, Dept Theoret Basis Biomed Sci & Med Inforat, PL-85067 Bydgoszcz, Poland

[13] Soc Substitut Treatment Addict Med Assisted Recov, PL-85791 Bydgoszcz, Poland

[14] Children & Adolescents Psychiat Ctr Warta, Dept Psychiat, PL-98290 Warta, Poland

[15] Wroclaw Med Univ, Fac Hlth Sci, Wroclaw, Poland

[16] Vital Med Hosp, Dept Neurosurg, Kluczbork, Poland

[17] 4th Mil Hosp Wroclaw, Dept Neurosurg, Wroclaw, Poland

来源：

SCIENTIFIC REPORTS | 2023年 / 13卷 / 01期

关键词：

QUALITY-OF-LIFE; SAGITTAL BALANCE; PHYSICAL-ACTIVITY; BONE-DISEASE; DEFORMITY; DIAGNOSIS; ALIGNMENT; PELVIS; BACK; VALIDATION;

D O I：

10.1038/s41598-023-36798-7

中图分类号：

O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];

学科分类号：

070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];

摘要：

In recent times, widely understood spine diseases have advanced to one of the most urgetn problems where quick diagnosis and treatment are needed. To diagnose its specifics (e.g. to decide whether this is a scoliosis or sagittal imbalance) and assess its extend, various kind of imaging diagnostic methods (such as X-Ray, CT, MRI scan or ST) are used. However, despite their common use, some may be regarded as (to a level) invasive methods and there are cases where there are contraindications to using them. Besides, which is even more of a problem, these are very expensive methods and whilst their use for pure diagnostic purposes is absolutely valid, then due to their cost, they cannot rather be considered as tools which would be equally valid for bad posture screening programs purposes. This paper provides an initial evaluation of the alternative approach to the spine diseases diagnostic/screening using inertial measurement unit and we propose policy-based computing as the core for the inference systems. Although the methodology presented herein is potentially applicable to a variety of spine diseases, in the nearest future we will focus specifically on sagittal imbalance detection.

引用

页数：20

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