Observational studyJAMA internal medicine2018
Association Between Patient Cognitive and Functional Status and Medicare Total Annual Cost of Care: Implications for Value-Based Payment.
Observational study in JAMA internal medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
26 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Prevalence of cognitive impairment and its predictors among chronic kidney disease patients: A systematic review and meta-analysis.PloS one · 2024Pooled it
- Cross-sectional and prospective association between personality traits and IADL/ADL limitations.Psychology and aging · 2021Pooled it
- Depression Treatment Expenditures for Adults in the USA: a Systematic Review.Current psychiatry reports · 2019Pooled it
- Article
- Association between central obesity and ADL impairment among the middle-aged and elderly population in China based on CHARLS.Scientific reports · 2025Article
- Longitudinal trajectories of disability among Chinese adults: the role of cardiometabolic multimorbidity.Aging clinical and experimental research · 2024Article
- Association between chronic conditions, multimorbidity, and dependence levels in Chinese community-dwelling older adults with functional dependence: a cross-sectional study in south-central China.Frontiers in public health · 2024Article
- Functional impairment is associated with medical debt in male cancer survivors and credit card debt in female cancer survivors.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2023Article
- Incremental Health Care Costs of Self-Reported Functional Impairments and Phenotypic Frailty in Community-Dwelling Older Adults : A Prospective Cohort Study.Annals of internal medicine · 2023Article
- Reappraising the public health benefits conferred by environmental policy: Considerations for an aging society.Journal of the American Geriatrics Society · 2023Article
- Association Between Community-Level Social Risk and Spending Among Medicare Beneficiaries: Implications for Social Risk Adjustment and Health Equity.JAMA health forum · 2023Article
- The Mediating Role of Depression in Association Between Total Sleep Time and Instrumental Activities of Daily Living in China.International journal of public health · 2023Article
- Effects of Physical Activity on Daily Physical Function in Chinese Middle-Aged and Older Adults: A Longitudinal Study from CHARLS.Journal of clinical medicine · 2022Article
- Life-space mobility and healthcare costs and utilization in older men.Journal of the American Geriatrics Society · 2021Article
- National profile of the growing population of older adults who access community health centers.Journal of the American Geriatrics Society · 2021Article
- Article
- Optimising Seniors' Metabolism of Medications and Avoiding Adverse Drug Events Using Data on How Metabolism by Their P450 Enzymes Varies with Ancestry and Drug-Drug and Drug-Drug-Gene Interactions.Journal of personalized medicine · 2020Article
- Risk Factors and Precipitants of Severe Disability Among Community-Living Older Persons.JAMA network open · 2020Observational
- Switching Between Medicare Advantage And Traditional Medicare Before And After The Onset Of Functional Disability.Health affairs (Project Hope) · 2020Article
- Association between depression and healthcare expenditures among elderly cancer patients.BMC psychiatry · 2020Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
Importance: Medicare is moving toward value-based payment. The Merit-Based Incentive Payment System (MIPS) program judges outpatient clinicians' performance on a measure of annual Medicare spending. However, this measure may disadvantage outpatient clinicians who care for vulnerable populations because the algorithm omits meaningful determinants of cost. Objectives: To determine whether factors not included in Medicare risk adjustment, including patient neuropsychological and functional status, as well as local area health resources and economic conditions, are associated with Medicare total annual cost of care (TACC), and evaluate whether accounting for these factors is associated with improved TACC performance by outpatient safety-net clinicians. Design, Setting, and Participants: In this retrospective observational study, we used the Medicare Current Beneficiary Survey (MCBS) to examine patient-reported neuropsychological and functional status and the Area Health Resources File to obtain information on local area characteristics. Included were Medicare beneficiaries with annual physician or clinic visits to outpatient safety-net (federally qualified health centers and rural health clinics) and non-safety-net clinics, contributing 76 927 person-years of data to the MCBS from 2006 through 2013. We used patient-level multivariable regression models to estimate the association between each factor and annual Medicare spending, and compared outpatient safety-net performance under current risk adjustment and after adding additional adjustment for these factors. Main Outcomes and Measures: Medicare TACC, measured as the total annual reimbursed amount per patient for Medicare Part A and Part B services, in all categories. Results: Our study included 111 414 unique identifiable physicians, and the final weighted sample included 213 904 324 patient-years (unweighted, 76 927 patient-years) from 30 058 unique patients, of whom 17 478 (58.1%) were women. The mean (SD) patient age was 71.84 (12.48) years. The mean TACC was $9117. Those with higher than mean TACC included beneficiaries with depression ($14 436), dementia ($18 311), and difficulty with 3 or more activities of daily living (ADLs, $19 113) or instrumental ADLs ($17 443). After adjusting for comorbidities, depression and dementia were still associated with $2740 (95% CI, $2200-$2739) and $2922 (95% CI, $2399-$3445) higher TACC, respectively. Difficulty with 3 or more ADLs ($3121 higher; 95% CI, $2633-$3609) or instrumental ADLs ($895 higher; 95% CI, $452-$1337) was also associated with higher TACC. Adding these neuropsychological and functional factors, as well as local residence area factors, to risk adjustment calculations reduced outpatient safety-net clinicians' underperformance on Medicare TACC relative to non-safety-net clinicians by 52% (from 0.098 to 0.047 difference in the observed to expected ratio). Conclusions and Relevance: Neuropsychological and functional impairment are common in Medicare beneficiaries and are associated with increased annual Medicare spending. Failure to account for these factors may inappropriately penalize outpatient clinicians who care for these vulnerable groups, such as safety-net clinicians, for factors that are arguably beyond their control.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.