Have a personal or library account? Click to login
Identifying predictors of independence in toileting activities using machine learning Cover

Identifying predictors of independence in toileting activities using machine learning

Open Access
|Feb 2025

Figures & Tables

Figure 1.

Gini importance for the 21 evaluated variables ALT- alanine aminotransferase, Alb- albumin, AST- aspartate aminotransferase, BBS- Berg Balance Scale, BUN- blood urea nitrogen, Cre- creatinine, CRP- C-reactive protein, Hb- hemoglobin, HDS-R- revised version of Hasegawa’s Dementia Scale, Ht- hematocrit, MCH- mean corpuscular hemoglobin, MCHC- mean corpuscular hemoglobin concentration, MCV- mean corpuscular volume; PLT- platelet, RBC-red blood cell, TP- total protein, WBC- white blood cell, 6MWT- 6-min walk test

Evaluated data in the study

Data setEvaluation data
CharacteristicAge
Physical and Cognitive functionsRevised version of Hasegawa’s Dementia Scale (HDS-R)
Knee extensor strength (paralyzed side/non-paralyzed side)
Grip strength (paralyzed side/non-paralyzed side)
Berg Balance Scale
6-min walk test
Functional Independence MeasureToileting
Blood dataRed blood cell (RBC)
Hematocrit (Ht)
Hemoglobin content (Hb)
Platelet (PLT)
Mean corpuscular hemoglobin concentration (MCHC)
Mean corpuscular volume (MCV)
Mean corpuscular hemoglobin concentration (MCH)
White blood cell (WBC)
Albumin (Alb)
Total protein (TP)
Alanine aminotransferase (ALT)
Aspartate aminotransferase (AST)
C-reactive protein (CRP)
Blood urea nitrogen (BUN)
Creatinine (Cre)
Language: English
Page range: 73 - 80
Submitted on: Oct 30, 2024
|
Accepted on: Feb 18, 2025
|
Published on: Feb 26, 2025
In partnership with: Paradigm Publishing Services

© 2025 Kenta Kunoh, Daisuke Kimura, Shintaro Ishikawa, Hiromu Sakuragi, Kazumasa Yamada, published by University of Physical Education in Warsaw
This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License.