PMID- 38527037 OWN - NLM STAT- MEDLINE DCOM- 20240327 LR - 20240410 IS - 1932-6203 (Electronic) IS - 1932-6203 (Linking) VI - 19 IP - 3 DP - 2024 TI - Functional recovery prediction during rehabilitation after rotator cuff tears by decision support system. PG - e0296984 LID - 10.1371/journal.pone.0296984 [doi] LID - e0296984 AB - BACKGROUND: Today's rehabilitation decision-making still relies on conventional methods and different specific targeted rehabilitation protocols. Our study focuses on the decision support system for early rehabilitation after rotator cuff (RC) tears repair, where a multicriteria decision-making framework (MCDM) is applied for the prediction of successful functional recovery and selection of a rehabilitation protocol. OBJECTIVE: To identify factors that affect recovery outcomes and to develop a decision support system methodology for predicting functional recovery outcomes at early rehabilitation after RC repair. METHODS: Twelve rehabilitation experts were involved in the design, calibration, and evaluation of a rehabilitation protocol based on the proposed decision support system constructed using the MCDM framework. For the development of a decision support system, 20 patients after RC surgery undergoing outpatient rehabilitation were enrolled in a prospective cohort clinical trial. RESULTS: The MCDM framework (SWARA method) sensitively assesses different criteria and determines the corresponding criteria weights that were similar to criteria weights assessed subjectively by rehabilitation experts. The assignment of patients into the classes, according to the heuristic evaluation method based on expert opinion and the standard qualitative evaluation methods showed the validity of MCDM methods remain the best new alternative in predicting recovery during rehabilitation. CONCLUSIONS: The results of this paper show that sustainable rehabilitation is an area that is quite suitable for the use of MCDM. The most of rehabilitation protocols are based on traditional methods and approaches, but the sensitive results showed the validity of MCDM methods and remains the best new alternative in prediction recovery protocols during rehabilitation. CI - Copyright: (c) 2024 Adomaviciene et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. FAU - Adomaviciene, Ausra AU - Adomaviciene A AD - Faculty of Medicine, Department of Rehabilitation, Physical and Sports Medicine, Vilnius University, Vilnius, Lithuania. FAU - Daunoraviciene, Kristina AU - Daunoraviciene K AUID- ORCID: 0000-0003-0898-4860 AD - Department of Biomechanical Engineering, Vilnius Gediminas technical University, Vilnius, Lithuania. FAU - Kazakeviciute-Januskeviciene, Giruta AU - Kazakeviciute-Januskeviciene G AUID- ORCID: 0000-0001-5541-1032 AD - Faculty of Fundamental Sciences, Department of Graphical Systems, Vilnius Gediminas technical University, Vilnius, Lithuania. FAU - Bausys, Romualdas AU - Bausys R AUID- ORCID: 0000-0002-6284-0406 AD - Faculty of Fundamental Sciences, Department of Graphical Systems, Vilnius Gediminas technical University, Vilnius, Lithuania. LA - eng PT - Clinical Trial PT - Journal Article DEP - 20240325 PL - United States TA - PLoS One JT - PloS one JID - 101285081 SB - IM MH - Humans MH - Arthroscopy MH - Prospective Studies MH - Range of Motion, Articular MH - Recovery of Function MH - Rotator Cuff/surgery MH - *Rotator Cuff Injuries/surgery MH - Treatment Outcome PMC - PMC10962824 COIS- The authors have declared that no competing interests exist. EDAT- 2024/03/25 18:42 MHDA- 2024/03/27 06:44 PMCR- 2024/03/25 CRDT- 2024/03/25 13:34 PHST- 2023/10/03 00:00 [received] PHST- 2023/12/22 00:00 [accepted] PHST- 2024/03/27 06:44 [medline] PHST- 2024/03/25 18:42 [pubmed] PHST- 2024/03/25 13:34 [entrez] PHST- 2024/03/25 00:00 [pmc-release] AID - PONE-D-23-31967 [pii] AID - 10.1371/journal.pone.0296984 [doi] PST - epublish SO - PLoS One. 2024 Mar 25;19(3):e0296984. doi: 10.1371/journal.pone.0296984. eCollection 2024.