1.Potential profiling analysis and influencing factors of apathy among stroke patients
Hua LI ; Jing ZHOU ; Baifa ZU ; Fuchen WU ; Ensheng YAO
Chinese Journal of Nursing 2025;60(13):1595-1602
Objective To identify the potential categories and influencing factors of apathy in stroke patients,providing a basis for precise typing and individualized interventions by healthcare professionals.Methods Using the convenience sampling method,stroke patients from 2 tertiary hospitals in Xinjiang Uggur Automous Region were selected from November 2023 to August 2024,and were surveyed using the General Information Questionnaire,Apathy Evaluation Scale-Informant,Perceived Autonomy Scale,and Stroke Self-Efficacy Questionnaire.The latent profile analysis was used to identify potential categories of apathy,and logistic regression analysis was used to explore the differences in the characteristics of patients in different categories.Results The apathy symptoms of 521 stroke patients could be divided into 3 potential categories:mild apathy group(23.6%),moderate apathy-low interest-low behavioral group(46.5%),and heavy apathy-low interest-low cognitive group(29.9%).Logistic regression showed that age 45~<60 years,duration of the disease<6 months,and high rehabilitation self-efficacy were the common protective factors of the moderate apathy-low interest-low behavioral group and the heavy apathy-low interest-low cognitive group.The dependence on activities of daily living was a risk factor for the moderate apathy-low interest-low behavioral group,and high perception of autonomy was a protective factor for the heavy apathy-low interest-low cognitive group.Conclusion Apathy symptoms in stroke patients are characterized by distinct categories,which are influenced by age,stroke duration,ADL,rehabilitation self-efficacy,and perception of autonomy.Healthcare professionals should adopt effective strategies to precisely intervene based on different potential categories of protective factors and risk factors to alleviate their apathy.
2.Analysis of rehabilitation motivation status and influencing factors of middle-aged and elderly stroke patients based on random forest model
Hua LI ; Jing ZHOU ; Baifa ZU ; Fuchen WU
Chinese Journal of Practical Nursing 2025;41(24):1908-1915
Objective:To investigate the current situation of rehabilitation motivation of middle-aged and elderly stroke patients and analyze its influencing factors, so as to provide reference for formulating targeted rehabilitation plans and intervention strategies.Methods:A convenience sampling method was used to select middle-aged and elderly stroke patients from (the First Affiliated Hospital of Shihezi University, the People's Hospital of Shihezi, and the People's Hospital of Xinjiang Uygur Autonomous Region from November 2023 to April 2024 as the study subjects. A cross-sectional survey was conducted using a general information questionnaire, the Motivation in Stroke Patients for Rehabilitation Scale, Perceived Social Support Scale, and and Apathy Evaluation Scale-Informant Version.Results:The 328 middle-aged and elderly stroke patients were ultimately included, including 223 males and 105 females, aged (63.63 ± 12.00) years. The total score of rehabilitation motivation, perceived social support and apathy symptoms of middle-aged and elderly stroke patients was ( 86.14 ± 11.28 ), (63.23 ± 6.31), (43.66 ± 4.63) points. LASSO regression screened 8 factors. Multiple linear regression analysis showed that age, education level, stroke duration, neurological deficits, activities of daily living, perceived social support and apathy symptoms were the influencing factors of rehabilitation motivation in middle-aged and elderly stroke patients ( t values were -6.52 to 7.56, all P<0.05), accounting for 72.6% of the total variation. The importance of random forest was ranked as follows: perceived social support, Activity of Daily Living, education level, stroke course, age, apathy symptoms, and neurological deficit. Conclusions:The rehabilitation motivation of middle-aged and elderly stroke patients is at a medium level. Clinical workers should focus on the rehabilitation motivation of stroke patients with insufficient social support, poor self-care ability and low education level, and regularly evaluate the level of rehabilitation motivation and the subjective initiative of rehabilitation exercise.
3.Analysis of rehabilitation motivation status and influencing factors of middle-aged and elderly stroke patients based on random forest model
Hua LI ; Jing ZHOU ; Baifa ZU ; Fuchen WU
Chinese Journal of Practical Nursing 2025;41(24):1908-1915
Objective:To investigate the current situation of rehabilitation motivation of middle-aged and elderly stroke patients and analyze its influencing factors, so as to provide reference for formulating targeted rehabilitation plans and intervention strategies.Methods:A convenience sampling method was used to select middle-aged and elderly stroke patients from (the First Affiliated Hospital of Shihezi University, the People's Hospital of Shihezi, and the People's Hospital of Xinjiang Uygur Autonomous Region from November 2023 to April 2024 as the study subjects. A cross-sectional survey was conducted using a general information questionnaire, the Motivation in Stroke Patients for Rehabilitation Scale, Perceived Social Support Scale, and and Apathy Evaluation Scale-Informant Version.Results:The 328 middle-aged and elderly stroke patients were ultimately included, including 223 males and 105 females, aged (63.63 ± 12.00) years. The total score of rehabilitation motivation, perceived social support and apathy symptoms of middle-aged and elderly stroke patients was ( 86.14 ± 11.28 ), (63.23 ± 6.31), (43.66 ± 4.63) points. LASSO regression screened 8 factors. Multiple linear regression analysis showed that age, education level, stroke duration, neurological deficits, activities of daily living, perceived social support and apathy symptoms were the influencing factors of rehabilitation motivation in middle-aged and elderly stroke patients ( t values were -6.52 to 7.56, all P<0.05), accounting for 72.6% of the total variation. The importance of random forest was ranked as follows: perceived social support, Activity of Daily Living, education level, stroke course, age, apathy symptoms, and neurological deficit. Conclusions:The rehabilitation motivation of middle-aged and elderly stroke patients is at a medium level. Clinical workers should focus on the rehabilitation motivation of stroke patients with insufficient social support, poor self-care ability and low education level, and regularly evaluate the level of rehabilitation motivation and the subjective initiative of rehabilitation exercise.
4.Potential profiling analysis and influencing factors of apathy among stroke patients
Hua LI ; Jing ZHOU ; Baifa ZU ; Fuchen WU ; Ensheng YAO
Chinese Journal of Nursing 2025;60(13):1595-1602
Objective To identify the potential categories and influencing factors of apathy in stroke patients,providing a basis for precise typing and individualized interventions by healthcare professionals.Methods Using the convenience sampling method,stroke patients from 2 tertiary hospitals in Xinjiang Uggur Automous Region were selected from November 2023 to August 2024,and were surveyed using the General Information Questionnaire,Apathy Evaluation Scale-Informant,Perceived Autonomy Scale,and Stroke Self-Efficacy Questionnaire.The latent profile analysis was used to identify potential categories of apathy,and logistic regression analysis was used to explore the differences in the characteristics of patients in different categories.Results The apathy symptoms of 521 stroke patients could be divided into 3 potential categories:mild apathy group(23.6%),moderate apathy-low interest-low behavioral group(46.5%),and heavy apathy-low interest-low cognitive group(29.9%).Logistic regression showed that age 45~<60 years,duration of the disease<6 months,and high rehabilitation self-efficacy were the common protective factors of the moderate apathy-low interest-low behavioral group and the heavy apathy-low interest-low cognitive group.The dependence on activities of daily living was a risk factor for the moderate apathy-low interest-low behavioral group,and high perception of autonomy was a protective factor for the heavy apathy-low interest-low cognitive group.Conclusion Apathy symptoms in stroke patients are characterized by distinct categories,which are influenced by age,stroke duration,ADL,rehabilitation self-efficacy,and perception of autonomy.Healthcare professionals should adopt effective strategies to precisely intervene based on different potential categories of protective factors and risk factors to alleviate their apathy.

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