Validation of the Standardized Function Data Elements among Medicare Skilled Nursing Facility Residents.

OBJECTIVE: To examine the distribution of admission and discharge functional abilities among Medicare fee-for-service beneficiaries with a skilled nursing facility (SNF) stay. Further, to assess the validity of the standardized discharge self-care and mobility data by examining their association to community discharge. DESIGN: Observational study of SNF Medicare fee-for-service residents' self-care and mobility scores at admission and discharge. SETTING AND PARTICIPANTS: Medicare beneficiaries with Medicare Part A SNF stays in 2017 from 15,127 Medicare-certified SNFs. METHODS: We calculated self-care and mobility score frequencies and percentages at admission and discharge to describe the functional abilities of SNF residents; we examined discharge scores by percentage discharge to the community to evaluate item construct validity. RESULTS: Between admission and discharge, SNF resident scores showed overall improvements in function for all self-care and most mobility activities. For example, between admission and discharge the percentage of residents independent with toileting hygiene and sit to lying increased from 3.7% and 8.2%, to 25.3% and 32.7%, respectively. For all but 2 data elements, residents with lower functional abilities had a lower percentage of being discharged into the community, and the percentage of residents discharged into the community increased as residents performed functional activities of self-care and mobility at higher score ratings. There was a consistent monotonic relationship between residents' discharge self-care and mobility scores and community discharge rates for all but 2 data elements. CONCLUSIONS AND IMPLICATIONS: Our study found measurable improvements for each self-care and mobility function item for SNF Medicare Part A resident stays in 2017. The results also demonstrated a positive association between higher discharge self-care and mobility scores and higher discharge to community rates. These findings support the validity of the data elements in measuring functional abilities among SNF Medicare Part A residents.

The Development of a Crosswalk for Functional Measures in Postacute Medicare Claims.

OBJECTIVE: Although Medicare assessment files will include Standardized Patient Assessment Data Elements from 2016 forward, lack of uniformity of functional data prior to 2016 impedes longitudinal research. The purpose of this study was to create crosswalks for postacute care assessment measures and the basic mobility and daily activities scales of the Activity Measure for Post-Acute Care (AM-PAC) and to test their accuracy and validity in development and validation datasets. METHODS: This cross-sectional study is a secondary analysis of AM-PAC, the Inpatient Rehabilitation Facility Patient Assessment Instrument, the Minimum Data Set, and the Outcome and Assessment Information Set data from 300 adults receiving rehabilitation recruited from 6 health care networks in 1 metropolitan area. Rasch analysis was used to co-calibrate items from the 3 measures onto the AM-PAC metric and to create look-up tables to create estimated AM-PAC (eAM-PAC) scores. Mean scores and correlation and agreement between actual and estimated scores were examined in the development dataset. Scores were estimated in a cohort of Medicare beneficiaries with hip, humerus and radius fractures. Correlations between eAM-PAC and Functional Independence Measure motor scores were examined. Differences in mean eAM-PAC scores were evaluated across groups of known differences (age, fracture type, dementia). RESULTS: Strong correlations were found between actual and eAM-PAC scores in the development dataset. Moderate to strong correlations were found between the eAM-PAC basic mobility and Functional Independence Measure motor scores in the validation dataset. Differences in basic mobility scores across known groups were statistically significant and appeared to be clinically important. Differences between mean daily activities scores were statistically significant but appeared not to be clinically important. CONCLUSION: Although further testing is warranted, the basic mobility crosswalk appears to provide valid scores for aggregate analysis of Medicare postacute care data. IMPACT: This study reports on a method to take data from different Medicare administrative data sources and estimate scores on 1 scale. This approach was applied separately for data related to basic mobility and to daily activities. This may allow researchers to overcome challenges with using Medicare administrative data from different sources.

The Relationship of Level of Education to Social Reintegration after Burn Injury: A LIBRE Study.

Social and emotional recovery from burn injury is a complex process impacted by both clinical and social factors. Because level of education (LOE) has been correlated to overall health, health outcomes, and life expectancy, we questioned whether LOE might be associated with successful social recovery after burn injury. The Life Impact Burn Recovery Evaluation (LIBRE) data set served as a novel tool to explore this question. The LIBRE project is a collaborative effort designed to provide a clinical yardstick for social reintegration among burn survivors. After institutional review board approval, 601 burn survivor respondents, aged 18 or over with >5% TBSA burn were surveyed and a six-scale, 126-item LIBRE Profile was derived from their responses. LOE was collapsed into four categories ranging from less than high school equivalency certificate to graduate degree. Impact of burn injury on subsequent LOE was examined by splitting the sample into those burned at age 30 years or less and those burned at greater than 30 years of age. Regression models were run to estimate associations between education and scale scores with adjustment for age at injury, sex, marital status, work status, TBSA, and time since burn. Regression models were run on the entire cohort and then stratified by age at burn injury (≤30 vs >30). Among all subjects, we found an association between LOE and social recovery as measured by LIBRE scale scores. This association was contributed entirely from the cohort burned at age 30 or less: for those burned at greater than age 30, there was no association between LOE and social recovery. Of particular interest, the distribution of LOE among those burned at ≤ 30 was very similar to LOE distribution in both millennials and in the U.S. population at large. LOE appears to be associated with social recovery for those burned at younger ages but not for those burned at over age 30. More importantly, burn injury during schooling may have no impact on a survivor's educational trajectory since distribution of LOE in our ≤30 cohort mirrors that of the general population. LOE and age at burn injury may provide a quick screen for survivors at risk of difficult social reintegration, allowing providers to target those at risk with additional peer support and counseling.

Developing Item Response Theory-Based Short Forms to Measure the Social Impact of Burn Injuries.

OBJECTIVE: To develop self-reported short forms for the Life Impact Burn Recovery Evaluation (LIBRE) Profile. DESIGN: Short forms based on the item parameters of discrimination and average difficulty. SETTING: A support network for burn survivors, peer support networks, social media, and mailings. PARTICIPANTS: Burn survivors (N=601) older than 18 years. INTERVENTIONS: Not applicable. MAIN OUTCOME MEASURES: The LIBRE Profile. RESULTS: Ten-item short forms were developed to cover the 6 LIBRE Profile scales: Relationships with Family & Friends, Social Interactions, Social Activities, Work & Employment, Romantic Relationships, and Sexual Relationships. Ceiling effects were ≤15% for all scales; floor effects were <1% for all scales. The marginal reliability of the short forms ranged from .85 to .89. CONCLUSIONS: The LIBRE Profile-Short Forms demonstrated credible psychometric properties. The short form version provides a viable alternative to administering the LIBRE Profile when resources do not allow computer or Internet access. The full item bank, computerized adaptive test, and short forms are all scored along the same metric, and therefore scores are comparable regardless of the mode of administration.

Improving measures of work-related physical functioning.

PURPOSE: To expand content of the physical function domain of the Work Disability Functional Assessment Battery (WD-FAB), developed for the US Social Security Administration's (SSA) disability determination process. METHODS: Newly developed questions were administered to 3532 recent SSA applicants for work disability benefits and 2025 US adults. Factor analyses and item response theory (IRT) methods were used to calibrate and link the new items to the existing WD-FAB, and computer-adaptive test simulations were conducted. RESULTS: Factor and IRT analyses supported integration of 44 new items into three existing WD-FAB scales and the addition of a new 11-item scale (Community Mobility). The final physical function domain consisting of: Basic Mobility (56 items), Upper Body Function (34 items), Fine Motor Function (45 items), and Community Mobility (11 items) demonstrated acceptable psychometric properties. CONCLUSIONS: The WD-FAB offers an important tool for enhancement of work disability determination. The FAB could provide relevant information about work-related functioning for initial assessment of claimants; identifying denied applicants who may benefit from interventions to improve work and health outcomes; enhancing periodic review of work disability beneficiaries; and assessing outcomes for policies, programs and services targeting people with work disability.