Please use this identifier to cite or link to this item:
http://hdl.handle.net/1942/37554
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | EMMERZAAL, Jill | - |
dc.contributor.author | De Brabandere, Arne | - |
dc.contributor.author | VAN DER STRAATEN, Rob | - |
dc.contributor.author | BELLEMANS, Johan | - |
dc.contributor.author | DE BAETS, Liesbet | - |
dc.contributor.author | Davis, Jesse | - |
dc.contributor.author | Jonkers, Ilse | - |
dc.contributor.author | TIMMERMANS, Annick | - |
dc.contributor.author | Vanwanseele, Benedicte | - |
dc.date.accessioned | 2022-06-20T12:39:26Z | - |
dc.date.available | 2022-06-20T12:39:26Z | - |
dc.date.issued | 2022 | - |
dc.date.submitted | 2022-06-09T12:23:29Z | - |
dc.identifier.citation | SENSORS, 22 (10) (Art N° 3698) | - |
dc.identifier.uri | http://hdl.handle.net/1942/37554 | - |
dc.description.abstract | Osteoarthritis is a common musculoskeletal disorder. Classification models can discriminate an osteoarthritic gait pattern from that of control subjects. However, whether the output of learned models (probability of belonging to a class) is usable for monitoring a person's functional recovery status post-total knee arthroplasty (TKA) is largely unexplored. The research question is two-fold: (I) Can a learned classification model's output be used to monitor a person's recovery status post-TKA? (II) Is the output related to patient-reported functioning? We constructed a logistic regression model based on (1) pre-operative IMU-data of level walking, ascending, and descending stairs and (2) 6-week post-operative data of walking, ascending-, and descending stairs. Trained models were deployed on subjects at three, six, and 12 months post-TKA. Patient-reported functioning was assessed by the KOOS-ADL section. We found that the model trained on 6-weeks post-TKA walking data showed a decrease in the probability of belonging to the TKA class over time, with moderate to strong correlations between the model's output and patient-reported functioning. Thus, the LR-model's output can be used as a screening tool to follow-up a person's recovery status post-TKA. Person-specific relationships between the probabilities and patient-reported functioning show that the recovery process varies, favouring individual approaches in rehabilitation. | - |
dc.description.sponsorship | We would like to thank Jan Malcorps, Jan Truijen, and Amber Bruijnes for their assistance in participant recruitment. This research was funded by Research Foundation Flanders (FWO) grand number T004716N | - |
dc.language.iso | en | - |
dc.publisher | MDPI | - |
dc.rights | 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/). | - |
dc.subject.other | osteoarthritis | - |
dc.subject.other | total knee arthroplasty | - |
dc.subject.other | machine learning | - |
dc.subject.other | classification | - |
dc.subject.other | biomechanics | - |
dc.subject.other | inertial measurement units | - |
dc.title | Can the Output of a Learned Classification Model Monitor a Person's Functional Recovery Status Post-Total Knee Arthroplasty? | - |
dc.type | Journal Contribution | - |
dc.identifier.issue | 10 | - |
dc.identifier.volume | 22 | - |
local.bibliographicCitation.jcat | A1 | - |
dc.description.notes | Emmerzaal, J; Vanwanseele, B (corresponding author), Katholieke Univ Leuven, Dept Movement Sci, Human Movement Biomech Res Grp, B-3001 Leuven, Belgium.; Emmerzaal, J (corresponding author), Hasselt Univ, REVAL Rehabil Res, B-3590 Diepenbeek, Belgium. | - |
dc.description.notes | jill.emmerzaal@kuleuven.be; arne.debrabandere@kuleuven.be; | - |
dc.description.notes | rob.vanderstraaten@uhasselt.be; johan.bellemans@zol.be; | - |
dc.description.notes | liesbet.de.baets@vub.be; jesse.davis@kuleuven.be; | - |
dc.description.notes | ilse.jonkers@kuleuven.be; annick.timmermans@uhasselt.be; | - |
dc.description.notes | benedicte.vanwanseele@kuleuven.be | - |
local.publisher.place | ST ALBAN-ANLAGE 66, CH-4052 BASEL, SWITZERLAND | - |
local.type.refereed | Refereed | - |
local.type.specified | Article | - |
local.bibliographicCitation.artnr | 3698 | - |
dc.identifier.doi | 10.3390/s22103698 | - |
dc.identifier.pmid | 35632107 | - |
dc.identifier.isi | WOS:000801581400001 | - |
dc.contributor.orcid | Davis, Jesse/0000-0002-3748-9263; Timmermans, | - |
dc.contributor.orcid | Annick/0000-0002-5461-947X; Vanwanseele, Benedicte/0000-0002-6158-9483; | - |
dc.contributor.orcid | Emmerzaal, Jill/0000-0002-9218-7604; jonkers, ilse/0000-0001-7611-3747 | - |
local.provider.type | wosris | - |
local.description.affiliation | [Emmerzaal, Jill; Jonkers, Ilse; Vanwanseele, Benedicte] Katholieke Univ Leuven, Dept Movement Sci, Human Movement Biomech Res Grp, B-3001 Leuven, Belgium. | - |
local.description.affiliation | [Emmerzaal, Jill; van der Straaten, Rob] Hasselt Univ, REVAL Rehabil Res, B-3590 Diepenbeek, Belgium. | - |
local.description.affiliation | [De Brabandere, Arne; Davis, Jesse] Katholieke Univ Leuven, Dept Comp Sci, Declarat Languages & Artificial Intelligence Grp, B-3001 Leuven, Belgium. | - |
local.description.affiliation | [Bellemans, Johan] Ziekenhuis Oost Limburg, Dept Orthopaed, B-3600 Genk, Belgium. | - |
local.description.affiliation | [De Baets, Liesbet] Vrije Univ Brussel, Dept Physiotherapy Human Physiol & Anat, Pain Mot Res Grp PAIN, B-1050 Brussels, Belgium. | - |
local.uhasselt.international | no | - |
item.fullcitation | EMMERZAAL, Jill; De Brabandere, Arne; VAN DER STRAATEN, Rob; BELLEMANS, Johan; DE BAETS, Liesbet; Davis, Jesse; Jonkers, Ilse; TIMMERMANS, Annick & Vanwanseele, Benedicte (2022) Can the Output of a Learned Classification Model Monitor a Person's Functional Recovery Status Post-Total Knee Arthroplasty?. In: SENSORS, 22 (10) (Art N° 3698). | - |
item.contributor | EMMERZAAL, Jill | - |
item.contributor | De Brabandere, Arne | - |
item.contributor | VAN DER STRAATEN, Rob | - |
item.contributor | BELLEMANS, Johan | - |
item.contributor | DE BAETS, Liesbet | - |
item.contributor | Davis, Jesse | - |
item.contributor | Jonkers, Ilse | - |
item.contributor | TIMMERMANS, Annick | - |
item.contributor | Vanwanseele, Benedicte | - |
item.validation | ecoom 2023 | - |
item.accessRights | Open Access | - |
item.fulltext | With Fulltext | - |
crisitem.journal.eissn | 1424-8220 | - |
Appears in Collections: | Research publications |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
Can the Output of a Learned Classification Model Monitor a Person’s Functional Recovery Status Post-Total Knee Arthroplasty_.pdf | Published version | 859.65 kB | Adobe PDF | View/Open |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.