1.Factors and Predictors of Delayed Recovery of Walking Level among Patients with Brain-related and Orthopedic Diseases in a Convalescent Rehabilitation Ward:Time Series Data Analysis and Bayesian Estimation Utilizing Walking LEVEL Scale
Akira MOCHIZUKI ; Takanobu TOYODA ; Koki KAMIYA ; Takuya SUZUKI ; Yuki HATTORI ; Misa SUGAO ; Yoshinobu YOSHIMOTO
The Japanese Journal of Rehabilitation Medicine 2026;():25026-
Objective: This study aimed to identify the characteristics of cases in which walking level improves even in the later stages of convalescent rehabilitation, and to predict such cases.Methods: The Walking LEVEL Scale (WaLS) was measured over time in 192 patients (brain-related and orthopedic diseases) admitted to a convalescent rehabilitation ward. The “delayed recovery group (DR)” was defined as the group showing improvement of WaLS in the later period, while the “non-delayed recovery group (NDR)” was defined as the group for whom improvement of WaLS did not extend into the same period. Then, changes in WaLS over time and each factor were compared to identify differences between DR and NDR. Using receiver operating characteristic analysis, cutoff values, sensitivity and specificity, likelihood ratios for the relevant factors were calculated and examined for the predictability of DR utilizing Bayesian estimation.Results: WaLS temporal changes showed a sigmoid curve only in the DR of brain-related disease. Other groups showed logarithmic curves. The WaLS score at admission was selected as a significant variable. The positive and negative likelihood ratios for the score at cutoff values of 4 or less were 2.00 and 0.19 for brain-related disease, and 1.49 and 0.63 for orthopedic disease, respectively. Adopting the DR frequency of the participants in this study as the prior probability, the DR posterior probability of brain-related disease was calculated to be 5% using the negative likelihood ratio.Conclusion: The negative likelihood ratio of the WaLS score at admission is useful for predicting DR for brain-related disease.
2.Responsiveness of Walking LEVEL Scale(WaLS)for Assessment of Patients Admitted in a Convalescent Rehabilitation Ward
Akira MOCHIZUKI ; Takanobu TOYODA ; Koki KAMIYA ; Takuya SUZUKI ; Yuki HATTORI ; Yoshinobu YOSHIMOTO
The Japanese Journal of Rehabilitation Medicine 2025;():24041-
Objective: This study investigated and compared the responsiveness of the Walking LEVEL Scale (WaLS), Functional Independence Measure (FIM)-walk item, and Functional Ambulation Category (FAC) in patients hospitalized in a Convalescent Rehabilitation Ward (CRW).Methods: One hundred three patients participated in this study. Physical or occupational therapists assessed the three scales at two times of admission and discharge to determine the responsiveness. The amount of change, ceiling and floor effect, Effect Size (ES), and Standardized Response Mean (SRM) determined the responsiveness to change from admission to discharge. Their analysis was by severity and disease.Results: The amount of change in WaLS was larger than that of the FIM-walk item and FAC, except for the moderate gait disability group. More ceiling and floor effects were observed in FIM-walk item evaluation. Regardless of severity or disease, all rating scales showed moderate or better responsiveness (ES > 0.5). When ceiling or floor effects were observed, ES tended to be overestimated. The SRM of WaLS was larger than that of the other scales, except for the mild gait disability group.Conclusion: The results support WaLS as the most suitable instrument to detect walking level changes over time for patients in CRW.
3.Diagnosing metabolic acidosis in chronic kidney disease: importance of blood pH and serum anion gap
Jun-Ya KAIMORI ; Yusuke SAKAGUCHI ; Sachio KAJIMOTO ; Yuta ASAHINA ; Tatsufumi OKA ; Koki HATTORI ; Yohei DOI ; Yoshitaka ISAKA
Kidney Research and Clinical Practice 2022;41(3):288-297
Metabolic acidosis is one of the most common complications of chronic kidney disease (CKD). It is associated with the progression of CKD, and many other functional impairments. Until recently, only serum bicarbonate levels have been used to evaluate acid-base changes in patients with reduced kidney function. However, recent emerging evidence suggests that nephrologists should reevaluate the clinical approach for diagnosing metabolic acidosis in patients with CKD based on two perspectives; pH and anion gap. Biochemistry and physiology textbooks clearly indicate that blood pH is the most important acid-base parameter for cellular function. Therefore, it is important to determine if the prognostic impact of hypobicarbonatemia varies according to pH level. A recent cohort study of CKD patients showed that venous pH modified the association between a low bicarbonate level and the progression of CKD. Furthermore, acidosis with a high anion gap has recently been recognized as an important prognostic factor, because veverimer, a nonabsorbable hydrochloride-binding polymer, has been shown to improve kidney function and decrease the anion gap. Acidosis with high anion gap frequently develops in later stages of CKD. Therefore, the anion gap is a time-varying factor and renal function (estimated glomerular filtration rate) is a time-dependent confounder for the anion gap and renal outcomes. Recent analyses using marginal structural models showed that acidosis with a high anion gap was associated with a high risk of CKD. Based on these observations, reconsideration of the clinical approach to diagnosing and treating metabolic acidosis in CKD may be warranted.


Result Analysis
Print
Save
E-mail