FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386997660> ?p ?o ?g. }

• W4386997660 endingPage "121721" @default.
• W4386997660 startingPage "121721" @default.
• W4386997660 abstract "Rate of Recovery during the rehabilitation procedure is not effectively evaluated due to existing limitations of measurement tools and large human variability. The conventional way to treat lower-limb injuries is by conducting a physician-guided rehabilitation process that could take several weeks or months. But the process of estimating the rate of recovery is entirely based on the expertise of a therapist. Moreover, it remains unclear to a large extent about the factors have contributed to the success of treatment, the most effective rehabilitation duration, and recovery progression rate. To address these limitations, a random subspace ensemble k-nearest neighbor (RSEnkNN) model is proposed to predict the rehabilitation duration of an individual after initial baseline assessment of gait trajectories. The model is trained using an open-source dataset comprising 211 healthy and 2084 patients with functional gait disorders. The proposed model is able to predict rehabilitation duration with an accuracy of 88-89% in case of ankle, calcaneus, and hip injury while the success rate of 82% is achieved for knee disorders. Features computed from ground reaction force, measures of postural steadiness, and bilateral symmetry turn out to be effective in predicting the early, moderate, or late recovery of an individual. The significantly contributing features for each anomaly class are reported using recursive feature elimination (RFE) technique to support clinicians. Thereafter, recovery rate is determined using a novel metric Rate of Gait Recovery (RoGR) index that could be effective for treatment planning and re-scheduling of therapy sessions (if required). This work determined that the most effective rehabilitation period is 2-6 weeks post-surgery for restoration to normal walk. Thus, a prediction tool for strengthening clinical decision-making is proposed to support early rehabilitation." @default.
• W4386997660 created "2023-09-25" @default.
• W4386997660 creator A5014919862 @default.
• W4386997660 creator A5028474222 @default.
• W4386997660 date "2024-03-01" @default.
• W4386997660 modified "2023-10-14" @default.
• W4386997660 title "Decision Support Framework for Predicting Rate of Gait Recovery with Optimized Treatment Planning" @default.
• W4386997660 cites W1972828835 @default.
• W4386997660 cites W2007118039 @default.
• W4386997660 cites W2010553532 @default.
• W4386997660 cites W2025969050 @default.
• W4386997660 cites W2039053053 @default.
• W4386997660 cites W2050060556 @default.
• W4386997660 cites W2106079562 @default.
• W4386997660 cites W2110367281 @default.
• W4386997660 cites W2116730374 @default.
• W4386997660 cites W2128728535 @default.
• W4386997660 cites W2130695501 @default.
• W4386997660 cites W2138554597 @default.
• W4386997660 cites W2147481260 @default.
• W4386997660 cites W2163588008 @default.
• W4386997660 cites W2171126701 @default.
• W4386997660 cites W2205582483 @default.
• W4386997660 cites W2342495668 @default.
• W4386997660 cites W2358263661 @default.
• W4386997660 cites W2443052383 @default.
• W4386997660 cites W2556996239 @default.
• W4386997660 cites W2582394828 @default.
• W4386997660 cites W2588543639 @default.
• W4386997660 cites W2761699219 @default.
• W4386997660 cites W2763830957 @default.
• W4386997660 cites W2767699133 @default.
• W4386997660 cites W2770877241 @default.
• W4386997660 cites W2779605423 @default.
• W4386997660 cites W2780701593 @default.
• W4386997660 cites W2784485909 @default.
• W4386997660 cites W2793716190 @default.
• W4386997660 cites W2800478556 @default.
• W4386997660 cites W2801132216 @default.
• W4386997660 cites W2884296497 @default.
• W4386997660 cites W2888702454 @default.
• W4386997660 cites W2898645047 @default.
• W4386997660 cites W2905810301 @default.
• W4386997660 cites W2919115771 @default.
• W4386997660 cites W2938285755 @default.
• W4386997660 cites W2945684207 @default.
• W4386997660 cites W2967345335 @default.
• W4386997660 cites W2969172053 @default.
• W4386997660 cites W3025598645 @default.
• W4386997660 cites W3086586432 @default.
• W4386997660 cites W3092746285 @default.
• W4386997660 cites W3109410822 @default.
• W4386997660 cites W3154389810 @default.
• W4386997660 cites W3164497964 @default.
• W4386997660 cites W3165734808 @default.
• W4386997660 cites W3172921504 @default.
• W4386997660 cites W4283713036 @default.
• W4386997660 cites W4292674356 @default.
• W4386997660 doi "https://doi.org/10.1016/j.eswa.2023.121721" @default.
• W4386997660 hasPublicationYear "2024" @default.
• W4386997660 type Work @default.
• W4386997660 citedByCount "0" @default.
• W4386997660 crossrefType "journal-article" @default.
• W4386997660 hasAuthorship W4386997660A5014919862 @default.
• W4386997660 hasAuthorship W4386997660A5028474222 @default.
• W4386997660 hasConcept C119857082 @default.
• W4386997660 hasConcept C142724271 @default.
• W4386997660 hasConcept C151800584 @default.
• W4386997660 hasConcept C154945302 @default.
• W4386997660 hasConcept C1862650 @default.
• W4386997660 hasConcept C2778640784 @default.
• W4386997660 hasConcept C2778818304 @default.
• W4386997660 hasConcept C32834561 @default.
• W4386997660 hasConcept C41008148 @default.
• W4386997660 hasConcept C71924100 @default.
• W4386997660 hasConcept C99508421 @default.
• W4386997660 hasConceptScore W4386997660C119857082 @default.
• W4386997660 hasConceptScore W4386997660C142724271 @default.
• W4386997660 hasConceptScore W4386997660C151800584 @default.
• W4386997660 hasConceptScore W4386997660C154945302 @default.
• W4386997660 hasConceptScore W4386997660C1862650 @default.
• W4386997660 hasConceptScore W4386997660C2778640784 @default.
• W4386997660 hasConceptScore W4386997660C2778818304 @default.
• W4386997660 hasConceptScore W4386997660C32834561 @default.
• W4386997660 hasConceptScore W4386997660C41008148 @default.
• W4386997660 hasConceptScore W4386997660C71924100 @default.
• W4386997660 hasConceptScore W4386997660C99508421 @default.
• W4386997660 hasLocation W43869976601 @default.
• W4386997660 hasOpenAccess W4386997660 @default.
• W4386997660 hasPrimaryLocation W43869976601 @default.
• W4386997660 hasRelatedWork W155195941 @default.
• W4386997660 hasRelatedWork W2050906928 @default.
• W4386997660 hasRelatedWork W2076010016 @default.
• W4386997660 hasRelatedWork W2144095425 @default.
• W4386997660 hasRelatedWork W2273619397 @default.
• W4386997660 hasRelatedWork W2348585248 @default.
• W4386997660 hasRelatedWork W3097019093 @default.
• W4386997660 hasRelatedWork W4226068064 @default.

• next