Prediction of changes in functional ability of inpatients with schizophrenia using logarithmic and linear regression modelling.

Takayuki Kawaguchi, Atsuhiko Matsunaga, Aki Watanabe, Makoto Suzuki, Etsuko Asano, Yoko Shirakihara, Shinobu Shimizu, Toru Sawayama, Michinari Fukuda, Hitoshi Miyaoka
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Abstract

Background/objective: Few studies have addressed the type of time course regression that can predict changes in functional ability in inpatients with schizophrenia. This study investigated the possibility of predicting changes in functional ability by logarithmic and linear regression modelling when treating schizophrenia.

Methods: This longitudinal study included two analysis rounds. Analysis 1 comprised 40 inpatients (male/female: 16/24, mean age: 39.7 ± 13.5 years) for the identification of the time course of changes in functional ability based on the Activity Profile Scale for Patients with Psychiatric Disorders score from the group data. Analysis 2 comprised 17 inpatients (male/female: 9/8, mean age: 38.5 ± 9.4 years) to ensure correlation of the group data with the prediction of each individual's degree of functional ability.

Results: In Analysis 1, Activity Profile Scale for Patients with Psychiatric Disorders score was assessed at the initial occupational therapy visit, one week and one month thereafter, and at discharge; logarithmic modelling using the scores at the initial visit, one month later and at discharge was more suitable (R2 = .506, p < .001) than the logarithmic and linear regression models using other score combinations. In Analysis 2, the individual's predicted Activity Profile Scale for Patients with Psychiatric Disorders scores at discharge, as calculated by logarithmic modelling using scores from the initial visit and one month later, correlated moderately with actual Activity Profile Scale for Patients with Psychiatric Disorders scores (R2 = .574, p < .001; ICC = .747, p < .001).

Conclusion: Logarithmic modelling based on Activity Profile Scale for Patients with Psychiatric Disorders score accurately predicted changes in the functional ability of inpatients with schizophrenia and is sufficiently uncomplicated to be adopted in daily clinical practice.

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利用对数和线性回归模型预测住院精神分裂症患者功能能力的变化。
背景/目的:很少有研究涉及可以预测精神分裂症住院患者功能能力变化的时间过程回归类型。本研究探讨了通过对数和线性回归模型预测精神分裂症治疗时功能能力变化的可能性。方法:本纵向研究包括两轮分析。分析1选取40例住院患者(男/女:16/24,平均年龄:39.7±13.5岁),根据精神障碍患者活动谱量表评分从组数据中识别功能能力变化的时间过程。分析2纳入17例住院患者(男/女:9/8,平均年龄:38.5±9.4岁),以确保分组数据与个体功能能力程度预测的相关性。结果:在分析1中,精神障碍患者活动概况量表在初次职业治疗就诊、1周和1个月后以及出院时进行评分;采用初次就诊、1个月后和出院时的评分进行对数建模更为合适(R2 =。506, p 2 =。574, p结论:基于精神障碍患者活动谱量表评分的对数模型能够准确预测精神分裂症住院患者功能能力的变化,且简单易行,可在日常临床实践中采用。
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