@article{DorjbalCiezaGmuenderetal.2016, author = {Dorjbal, D. and Cieza, A. and Gm{\"u}nder, H.-P- and Scheel-Sailer, A. and Stucki, G. and {\"U}st{\"u}n, T.B. and Prodinger, Birgit}, title = {Strengthening quality of care through standardized reporting based on the World Health Organization's reference classifications}, series = {International Journal of Quality in Health}, volume = {28}, journal = {International Journal of Quality in Health}, number = {5}, pages = {626 -- 633}, year = {2016}, abstract = {Quality issue Responding to person's health and related needs requires the availability of health information that reflects relevant aspects of a health condition and how this health condition impacts on a person's daily life. Initial assessment Health information is routinely collected at different time points by diverse professionals, in different settings for various purposes with varying methods. Consequently, health information is not always comparable, posing a challenge to the regular monitoring of quality. Choice of solution The World Health Organization's (WHO) International Classification of Diseases (ICD), International Classification of Functioning, Disability and Health (ICF), and International Classification of Health Interventions (ICHI; under development) are complementary and serve as meaningful reference classifications for comparing data on persons' health and related interventions across health systems. Implementation We developed a systematic approach of translating routinely collected information into a standardized report based on the three WHO reference classifications and the Rehab-Cycle®. Subsequently, we have demonstrated its application using five random case records of individuals attending a rehabilitation program. Evaluation All identified concepts were able to be linked to WHO's reference classifications. The ICF served as a tool to standardize information on rehabilitation goals and their achievement. The ICHI served as the basis for reporting the interventions that were documented in the case records, including the intervention targets that were derived from the ICF codes. Lessons learned Our experience shows that, it is possible to translate routinely collected information into standardized reports by linking existing narrative records with WHO's reference classifications.}, language = {en} } @article{GrillStroblMuelleretal.2011, author = {Grill, E. and Strobl, R. and M{\"u}ller, Martin and Quittan, M. and Kostanjsek, N. and Stucki, G.}, title = {ICF Core Sets for early post-acute rehabilitation facilities}, series = {Journal of rehabilitation medicine}, journal = {Journal of rehabilitation medicine}, number = {43(2)}, editor = {Foundation of Rehabilitation Information,}, year = {2011}, abstract = {Objective: To identify candidate categories for International Classification of Functioning, Disability and Health (ICF) Core Sets for the reporting and measurement of functioning in patients in early post-acute rehabilitation facilities. Design: Prospective multi-centre cohort study. Patients: Patients receiving rehabilitation interventions for musculoskeletal, neurological or cardiopulmonary injury or disease in early post-acute rehabilitation facilities. Methods: Functioning was coded using the ICF. The criterion for selecting candidate categories for the ICF Core Sets was based on their ability to discriminate between patients with high or low functioning status. Discrimination was assessed using multivariable regression models, the independent variables being all of the ICF categories of the respective comprehensive ICF Core Set. Analogue ratings of overall functioning as reported by patients and health professionals were used as dependent variables. Results: A total of 165 patients were included in the study (67 neurological, 37 cardiopulmonary, 61 musculoskeletal), mean age 67.5 years, 46.1\% female. Selection yielded 38 categories for neurological, 32 for cardiopulmonary, and 31 for musculoskeletal. Conclusion: The present selection of categories can be considered an initial proposal, serving to identify the issues most relevant for the assessment and monitoring of functioning in patients undergoing early post-acute rehabilitation for neurological, cardiopulmonary, and musculoskeletal conditions.}, language = {en} } @article{HodelEhrmannScheelSaileretal.2021, author = {Hodel, Jsabel and Ehrmann, Cristina and Scheel-Sailer, Anke and Stucki, Gerold and Bickenbach, Jerome E. and Prodinger, Birgit}, title = {Identification of Classes of Functioning Trajectories and Their Predictors in Individuals With Spinal Cord Injury Attending Initial Rehabilitation in Switzerland}, series = {Archives of Rehabilitation Research and Clinical Translation}, volume = {3}, journal = {Archives of Rehabilitation Research and Clinical Translation}, number = {2}, pages = {100121}, year = {2021}, abstract = {Objectives: To identify classes of functioning trajectories in individuals with spinal cord injury (SCI) undergoing initial rehabilitation after injury and to examine potential predictors of class membership to inform clinical planning of the rehabilitation process. Design: Longitudinal analysis of the individual's rehabilitation stay using data from the Inception Cohort of the Swiss Spinal Cord Injury Cohort Study (SwiSCI). Setting: Initial rehabilitation in specialized centers in Switzerland. Participants: Individuals with newly acquired SCI (N=748; mean age, 54.66±18.38y) who completed initial rehabilitation between May 2013 and September 2019. The cohort was primarily composed of men (67.51\%), persons with paraplegia (56.15\%), incomplete injuries (67.51\%), and traumatic etiologies (55.48\%). Interventions: Not applicable. Main Outcome Measures: Functioning was operationalized with the interval-based sum score of the Spinal Cord Independence Measure version III (SCIM III). For each individual, the SCIM III sum score was assessed at up to 4 time points during rehabilitation stay. The corresponding time of assessment was recorded by the difference in days between the SCIM III assessment and admission to the rehabilitation program. Results: Latent process mixed model analysis revealed 4 classes of functioning trajectories within the present sample. Class-specific predicted mean functioning trajectories describe stable high functioning (n=307; 41.04\%), early functioning improvement (n=39; 5.21\%), moderate functioning improvement (n=287; 38.37\%), and slow functioning improvement (n=115; 15.37\%), respectively. Out of 12 tested factors, multinomial logistic regression showed that age, injury level, injury severity, and ventilator assistance were robust predictors that could distinguish between identified classes of functioning trajectories in the present sample. Conclusions: The current study establishes a foundation for future research on the course of functioning of individuals with SCI in initial rehabilitation by identifying classes of functioning trajectories. This supports the development of specifically tailored rehabilitation programs and prediction models, which can be integrated into clinical rehabilitation planning.}, language = {en} } @article{HodelStuckiProdinger2021, author = {Hodel, Jsabel and Stucki, Gerold and Prodinger, Birgit}, title = {The potential of prediction models of functioning remains to be fully exploited: A scoping review in the field of spinal cord injury rehabilitation}, series = {Journal of Clinical Epidemiology}, volume = {139}, journal = {Journal of Clinical Epidemiology}, pages = {177 -- 190}, year = {2021}, abstract = {Objective: The study aimed to explore existing prediction models of functioning in spinal cord injury (SCI). Study design and setting: The databases PubMed, EBSCOhost CINAHL Complete, and IEEE Xplore were searched for relevant literature. The search strategy included published search filters for prediction model and impact studies, index terms and keywords for SCI, and relevant outcome measures able to assess functioning as reflected in the International Classification of Functioning, Disability and Health (ICF). The search was completed in October 2020. Results: We identified seven prediction model studies reporting twelve prediction models of functioning. The identified prediction models were mainly envisioned to be used for rehabilitation planning, however, also other possible applications were stated. The method predominantly used was regression analysis and the investigated predictors covered mainly the ICF components of body functions and activities and participation, next to characteristics of the health condition and health interventions. Conclusion: Findings suggest that the development of prediction models of functioning for use in clinical practice remains to be fully exploited. By providing a comprehensive overview of what has been done, this review informs future research on prediction models of functioning in SCI and contributes to an efficient use of research evidence.}, language = {en} } @article{KlingshirnMittrachBraitmayeretal.2018, author = {Klingshirn, H. and Mittrach, R. and Braitmayer, K. and Strobl, R. and Bender, A. and Grill, E. and M{\"u}ller, Martin}, title = {RECAPDOC - a questionnaire for the documentation of rehabilitation care utilization in individuals with disorders of consciousness in long-term care in Germany: development and pretesting}, series = {BMC Health Services Research}, volume = {18}, journal = {BMC Health Services Research}, pages = {329}, year = {2018}, abstract = {Background A multitude of different rehabilitation interventions and other specific health care services are offered for individuals with disorders of consciousness in long-term care settings. To investigate the association of those services and patient-relevant outcomes, a specific instrument to document the utilization of those services is needed. The purpose of this study was to develop such a questionnaire administered to caregivers in epidemiological studies or patient registries in Germany. Methods The development process of the RECAPDOC questionnaire was carried out in three steps. Step 1 consisted of a systematic literature review and an online-based expert survey to define the general content. Step 2 was an expert interview to evaluate the preliminary content of the questionnaire. Step 3 was a pretest including cognitive interviews with caregivers. After each step, the results were combined into a new version of the questionnaire. Results The first version of the questionnaire included items on utilization of medical care, medical aids, nursing and therapeutic care. The results of the expert interview led to the integration of five new items and the modification of six other items. The pretest led to some minor modifications of the questionnaire since it was rated as feasible and acceptable. The final questionnaire consisted of 29 items covering the domains "living situation", "social insurance status", "utilisation of home health care", "domestic services", "outpatient health care", "specific diagnostic measures", "adaptive technologies", "medical aids" and "utilization of therapies". Also the experience of family support and multidisciplinary collaboration of health professionals is covered. Conclusions The developed questionnaire is a first step to make the situation of patients with disorders of consciousness in the long-term care setting accessible for evaluation in epidemiological studies and in the context of patient registries. However, further reliability and validity studies are needed.}, language = {en} } @article{LiuReinhardtZhangetal.2019, author = {Liu, S. and Reinhardt, J. D. and Zhang, X. and Ehrmann, C. and Cai, W. and Prodinger, Birgit and Liu, S. and Li, J.}, title = {System-wide Clinical Assessment of Functioning Based on the International Classification of Functioning, Disability and Health in China: Interrater Reliability, Convergent, Known Group, and Predictive Validity of the ICF Generic-6}, series = {Archives of Physical Medicine and Rehabilitation}, volume = {100}, journal = {Archives of Physical Medicine and Rehabilitation}, number = {8}, pages = {1450 -- 1457}, year = {2019}, abstract = {Objective To validate the International Classification of Functioning, Disability and Health (ICF) Generic-6 in daily routine clinical practice in Mainland China. Specific objectives were to analyze (1) interrater reliability, (2) convergent validity, (3) known group validity, and (4) predictive validity of the ICF Generic-6. Design Multicenter prospective cohort study. Setting Fifty hospitals from 20 provinces of Mainland China. Participants A total of 4510 patients from departments of rehabilitation, orthopedics, neurology, cardiology, pneumology, and cerebral surgery of the participating hospitals with different health conditions were included in this study. Intervention Not applicable. Main Outcome Measures The assessment was undertaken by nurses with ICF Generic-6 in combination with a numeric rating scale. Interrater reliability was evaluated with intraclass correlation coefficients (ICC). Convergent validity was evaluated with Spearman correlation coefficients between ICF Generic-6 and Medical Outcomes Short Form (SF)-12 items. Known group validity was examined by comparing discharge scores between different discharge destinations. Predictive validity was determined by using ICF Generic-6 baseline scores for estimating length of hospital stay with a loglogistic survival model with gamma shared frailty and cost of in-hospital treatment with a mixed effects generalized linear regression model of the gamma family. Results The interrater reliability of items and score of ICF Generic-6 was good with ICCs ranging from 0.67-0.87. ICF Generic-6 items were further correlated with respective SF-12 items. Discharge scores of patients differed significantly by discharge destination. The ICF Generic-6 admission score was a significant predictor of length of stay and treatment cost. Conclusions The ICF Generic-6 administered in combination with a 0-10 numeric rating scale is a reliable and valid tool for the collection of minimal information on functioning across various clinical settings.}, language = {en} } @article{MaritzPongpipatpaiboonMelvinetal.2019, author = {Maritz, R. and Pongpipatpaiboon, K. and Melvin, J.L. and Graves, D.E. and Prodinger, Birgit}, title = {Content comparison of the Spinal Cord Injury Model System Database to the ICF Generic Sets and Core Sets for spinal cord injury}, series = {Spinal Cord}, volume = {57}, journal = {Spinal Cord}, number = {12}, pages = {1023 -- 1030}, year = {2019}, abstract = {Study design Mapping of the National Spinal Cord Injury Model System (SCIMS) Database (NSCID) to the International Classification of Functioning, Disability and Health (ICF). Objectives To link the content of the latest two versions of the NSCID to the ICF; more specifically (1) to compare the content of the current NSCID 2016-2021 version to its predecessor (NSCID 2011-2016) using the ICF as a neutral reference framework, and (2) to compare the content contained in the NSCID 2016-2021 version with relevant ICF Sets. Setting The forms of the NSCID 2016-2021 and 2011-2016 versions were linked to the ICF and contrasted. Comparability of the current version of the NSCID with the ICF Core Set for Spinal Cord Injury (SCI) in the post-acute and long-term context and the two generic ICF sets— ICF Generic-7 and ICF Generic-30 was then examined. Methods ICF Linking Rules and descriptive statistics. Results The current NSCID 2016-2021 version covers functioning as classified in the ICF with 8 ICF categories more comprehensively than its predecessor does. More than 50\% of ICF categories contained in the two ICF Generic Sets were covered. The coverage of the brief ICF Core Sets for SCI by the NSCID 2016-2021 was more than 50\%, but the coverage of the comprehensive core sets was low. Results showed the best coverage in the ICF component Activities and Participation. Conclusions This study emphasizes how the ICF and its Sets can serve as a reference framework to foster comparability of existing data sets from both clinical practice and research.}, language = {en} } @article{MuellerGrillQuittanetal.2011, author = {M{\"u}ller, Martin and Grill, E. and Quittan, M. and Strobl, R. and Kostanjsek, N. and Stucki, G.}, title = {ICF Core Set for patients in geriatric post-acute rehabilitation facilities}, series = {Journal of Rehabilitation Medicine}, journal = {Journal of Rehabilitation Medicine}, editor = {Medical Journals Limited,}, year = {2011}, abstract = {Objective: To identify candidate categories for International Classification of Functioning, Disability and Health (ICF) Core Sets for the reporting and clinical measurement of functioning in older patients in early post-acute rehabilitation facilities. Design: Prospective multi-centre cohort study. Patients: Older patients receiving rehabilitation interventions in early post-acute rehabilitation facilities. Methods: Functioning was coded using the ICF. The criterion for selecting candidate categories for the brief ICF Core Sets was based on their ability to discriminate between patients with high or low functioning status. Discrimination was assessed using multivariable regression models, the independent variables being all of the ICF categories of the respective comprehensive ICF Core Set. Analogue ratings of overall functioning as reported by patients and health professionals were used as dependent variables. Results: A total of 209 patients were included in the study, mean age 80.4 years, 67.0\% female. Selection yielded a total of 29 categories for the functioning part and 9 categories for the contextual part of the ICF. Conclusion: The present selection of categories can be considered an initial proposal, serving to identify the issues most relevant for the clinical assessment and monitoring of functioning in older patients undergoing early post-acute rehabilitation.}, language = {en} } @article{MuellerGrillStrobl2011, author = {M{\"u}ller, Martin and Grill, E. and Strobl, R.}, title = {Core Sets for early post-acute rehabilitation facilities}, series = {Journal Rehabilitation Medicine}, journal = {Journal Rehabilitation Medicine}, editor = {Medical Journals Limited,}, year = {2011}, abstract = {Objective: To identify candidate categories for International Classification of Functioning, Disability and Health (ICF) Core Sets for the reporting and measurement of functioning in patients in early post-acute rehabilitation facilities. Design: Prospective multi-centre cohort study. Patients: Patients receiving rehabilitation interventions for musculoskeletal, neurological or cardiopulmonary injury or disease in early post-acute rehabilitation facilities. Methods: Functioning was coded using the ICF. The criterion for selecting candidate categories for the ICF Core Sets was based on their ability to discriminate between patients with high or low functioning status. Discrimination was assessed using multivariable regression models, the independent variables being all of the ICF categories of the respective comprehensive ICF Core Set. Analogue ratings of overall functioning as reported by patients and health professionals were used as dependent variables. Results: A total of 165 patients were included in the study (67 neurological, 37 cardiopulmonary, 61 musculoskeletal), mean age 67.5 years, 46.1\% female. Selection yielded 38 categories for neurological, 32 for cardiopulmonary, and 31 for musculoskeletal. Conclusion: The present selection of categories can be considered an initial proposal, serving to identify the issues most relevant for the assessment and monitoring of functioning in patients undergoing early post-acute rehabilitation for neurological, cardiopulmonary, and musculoskeletal conditions.}, language = {en} } @article{ProdingerCiezaOberhauseretal.2016, author = {Prodinger, Birgit and Cieza, A. and Oberhauser, C. and Bickenbach, J. and {\"U}st{\"u}n, T.B. and Chatterji, S. and Stucki, G.}, title = {Toward the International Classification of Functioning, Disability and Health (ICF) Rehabilitation Set: A Minimal Generic Set of Domains for Rehabilitation as a Health Strategy}, series = {Archives of Physical Medicine and Rehabilitation}, volume = {97}, journal = {Archives of Physical Medicine and Rehabilitation}, number = {6}, pages = {875 -- 884}, year = {2016}, language = {en} }