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.Development, Reliability and Validity of Scales for Assessment of Walking Level in Convalescent Rehabilitation Ward
Akira MOCHIZUKI ; Takanobu TOYODA ; Koki KAMIYA ; Mihoko SUZUKI ; Yoshinobu YOSHIMOTO
The Japanese Journal of Rehabilitation Medicine 2024;61(4):301-310
Objective:To evaluate the reliability and concurrent validity of the Walking LEVEL Scale (WaLS) in patients hospitalized in a Convalescent Rehabilitation Ward (CRW).Design:The WaLS was used as an assessment scale to categorize the walking ability of patients in a CRW.Subjects/Patients:A total of 103 patients in a CRW were included in the study.Methods:Retest and inter-rater reliability were evaluated by using the WaLS to assess patients by the same rater and by two independent raters using the weighted kappa coefficient. Spearman correlation was used to assess the correlation between the WaLS and FIM-walk item scores and the WaLS and FAC scores (i.e., concurrent validity).Results:The retest and inter-rater reliability of the WaLS (weighted kappa coefficient) was 0.989 (p<0.01) and 0.951 (p<0.01), respectively. The WaLS scores were also significantly correlated with the FIM-walk item (p=0.916, p<0.01) and FAC scores (p=0.919, p<0.01).Conclusion:The WaLS was found to demonstrate good reliability and concurrent validity in patients hospitalized in CRW.
4.Development, Reliability and Validity of Scales for Assessment of Walking Level in Convalescent Rehabilitation Ward
Akira MOCHIZUKI ; Takanobu TOYODA ; Koki KAMIYA ; Mihoko SUZUKI ; Yoshinobu YOSHIMOTO
The Japanese Journal of Rehabilitation Medicine 2024;():23038-
Objective:To evaluate the reliability and concurrent validity of the Walking LEVEL Scale (WaLS) in patients hospitalized in a Convalescent Rehabilitation Ward (CRW).Design:The WaLS was used as an assessment scale to categorize the walking ability of patients in a CRW.Subjects/Patients:A total of 103 patients in a CRW were included in the study.Methods:Retest and inter-rater reliability were evaluated by using the WaLS to assess patients by the same rater and by two independent raters using the weighted kappa coefficient. Spearman correlation was used to assess the correlation between the WaLS and FIM-walk item scores and the WaLS and FAC scores (i.e., concurrent validity).Results:The retest and inter-rater reliability of the WaLS (weighted kappa coefficient) was 0.989 (p<0.01) and 0.951 (p<0.01), respectively. The WaLS scores were also significantly correlated with the FIM-walk item (p=0.916, p<0.01) and FAC scores (p=0.919, p<0.01).Conclusion:The WaLS was found to demonstrate good reliability and concurrent validity in patients hospitalized in CRW.
5.Changing behavioral patterns to promote physical activity with motivational signs.
Takuo NOMURA ; Yoshinobu YOSHIMOTO ; Yoshiteru AKEZAKI ; Atushi SATO
Environmental Health and Preventive Medicine 2009;14(1):20-25
OBJECTIVESWe have evaluated the effectiveness of motivational signs in promoting stair use instead of escalators, in terms of gender and age, at a train station with a 37-step staircase. We also examined whether a newspaper article, or booster, had any effect on augmenting the impact of the signs.
METHODSIn a serial cross-sectional survey with prompted signs, the subjects were coded by gender and age (over 65 years, under 65 years), and students (13-18 years old and school uniforms). We used a 2-week baseline period, followed by a 4-week intervention in which a total of 45 posters and banners with motivational messages were used to encourage stair use. As a booster, we published a news release of this study on a web site and in a local newspaper during the intervention period.
RESULTSA total of 43,241 escalator/stair-choice observations were made. Stair use increased significantly from 3.58 to 4.93% during the intervention period of 1-2 weeks for all subjects. In addition, stair use had a significantly high value of 5.80% during the intervention period of 3-4 weeks. Stair use also increased in subgroups during the intervention periods with the exception of women 65 and older. Attempts to publicize the study had no effect on the increase in stair use.
CONCLUSIONSThe use of signs was effective in changing behavior during the period of sign use, but this effectiveness was limited by gender, age, and the physical ability (e.g., muscle strength) and energy required to climb the stairs. The possible synergistic effects of publicity were inconclusive but are worthy of further investigation.


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