Add wos sample results library
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abstract: 'BackgroundIt is well documented that routinely collected patient
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sociodemographic characteristics (such as race and insurance type) and
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geography-based social determinants of health (SDoH) measures (for
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example, the Area Deprivation Index) are associated with health
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disparities, including symptom severity at presentation. However, the
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association of patient-level SDoH factors (such as housing status) on
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musculoskeletal health disparities is not as well documented. Such
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insight might help with the development of more-targeted interventions
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to help address health disparities in orthopaedic
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surgery.Questions/purposes(1) What percentage of patients presenting for
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new patient visits in an orthopaedic surgery clinic who were unemployed
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but seeking work reported transportation issues that could limit their
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ability to attend a medical appointment or acquire medications, reported
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trouble paying for medications, and/or had no current housing? (2)
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Accounting for traditional sociodemographic factors and patient-level
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SDoH measures, what factors are associated with poorer patient-reported
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outcome physical health scores at presentation? (3) Accounting for
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traditional sociodemographic factor patient-level SDoH measures, what
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factors are associated with poorer patient-reported outcome mental
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health scores at presentation?MethodsNew patient encounters at one Level
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1 trauma center clinic visit from March 2018 to December 2020 were
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identified. Included patients had to meet two criteria: they had
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completed the Patient-Reported Outcome Measure Information System
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(PROMIS) Global-10 at their new orthopaedic surgery clinic encounter as
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part of routine clinical care, and they had visited their primary care
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physician and completed a series of specific SDoH questions. The SDoH
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questionnaire was developed in our institution to improve data that
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drive interventions to address health disparities as part of our
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accountable care organization work. Over the study period, the SDoH
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questionnaire was only distributed at primary care provider visits. The
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SDoH questions focused on transportation, housing, employment, and
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ability to pay for medications. Because we do not have a way to
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determine how many patients had both primary care provider office visits
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and new orthopaedic surgery clinic visits over the study period, we were
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unable to determine how many patients could have been included; however,
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9057 patients were evaluated in this cross-sectional study. The mean age
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was 61 +/- 15 years, and most patients self-reported being of White race
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(83\% {[}7561 of 9057]). Approximately half the patient sample had
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commercial insurance (46\% {[}4167 of 9057]). To get a better sense of
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how this study cohort compared with the overall patient population seen
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at the participating center during the time in question, we reviewed all
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new patient clinic encounters (n = 135,223). The demographic information
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between the full patient sample and our study subgroup appeared similar.
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Using our study cohort, two multivariable linear regression models were
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created to determine which traditional metrics (for example,
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self-reported race or insurance type) and patient-specific SDoH factors
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(for example, lack of reliable transportation) were associated with
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worse physical and mental health symptoms (that is, lower PROMIS scores)
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at new patient encounters. The variance inflation factor was used to
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assess for multicollinearity. For all analyses, p values < 0.05
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designated statistical significance. The concept of minimum clinically
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important difference (MCID) was used to assess clinical importance.
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Regression coefficients represent the projected change in PROMIS
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physical or mental health symptom scores (that is, the dependent
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variable in our regression analyses) accounting for the other included
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variables. Thus, a regression coefficient for a given variable at or
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above a known MCID value suggests a clinical difference between those
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patients with and without the presence of that given characteristic. In
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this manuscript, regression coefficients at or above 4.2 (or at and
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below -4.2) for PROMIS Global Physical Health and at or above 5.1 (or at
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and below -5.1) for PROMIS Global Mental Health were considered
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clinically relevant.ResultsAmong the included patients, 8\% (685 of
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9057) were unemployed but seeking work, 4\% (399 of 9057) reported
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transportation issues that could limit their ability to attend a medical
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appointment or acquire medications, 4\% (328 of 9057) reported trouble
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paying for medications, and 2\% (181 of 9057) had no current housing.
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Lack of reliable transportation to attend doctor visits or pick up
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medications (beta = -4.52 {[}95\% CI -5.45 to -3.59]; p < 0.001),
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trouble paying for medications (beta = -4.55 {[}95\% CI -5.55 to -3.54];
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p < 0.001), Medicaid insurance (beta = -5.81 {[}95\% CI -6.41 to -5.20];
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p < 0.001), and workers compensation insurance (beta = -5.99 {[}95\% CI
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-7.65 to -4.34]; p < 0.001) were associated with clinically worse
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function at presentation. Trouble paying for medications (beta = -6.01
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{[}95\% CI -7.10 to -4.92]; p < 0.001), Medicaid insurance (beta = -5.35
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{[}95\% CI -6.00 to -4.69]; p < 0.001), and workers compensation (beta =
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-6.07 {[}95\% CI -7.86 to -4.28]; p < 0.001) were associated with
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clinically worse mental health at presentation.ConclusionAlthough
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transportation issues and financial hardship were found to be associated
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with worse presenting physical function and mental health, Medicaid and
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workers compensation insurance remained associated with worse presenting
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physical function and mental health as well even after controlling for
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these more detailed, patient-level SDoH factors. Because of that,
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interventions to decrease health disparities should focus on not only
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sociodemographic variables (for example, insurance type) but also
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tangible patient-specific SDoH characteristics. For example, this may
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include giving patients taxi vouchers or ride-sharing credits to attend
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clinic visits for patients demonstrating such a need, initiating
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financial assistance programs for necessary medications, and/or
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identifying and connecting certain patient groups with social support
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services early on in the care cycle.'
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affiliation: 'Tobert, DG (Corresponding Author), Massachusetts Gen Hosp, Dept Orthopaed
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Surg, 55 Fruit St, Boston, MA 02114 USA.
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Bernstein, David N.; Lans, Amanda; Karhade, Aditya V.; Heng, Marilyn; Schwab, Joseph
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H.; Tobert, Daniel G., Harvard Med Sch, Massachusetts Gen Hosp, Dept Orthopaed Surg,
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Boston, MA USA.
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Bernstein, David N.; Karhade, Aditya V., Harvard Combined Orthopaed Residency Program,
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Boston, MA USA.
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Lans, Amanda, Univ Utrecht, Univ Med Ctr Utrecht, Dept Orthopaed Surg, Utrecht,
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Netherlands.
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Bernstein, David N.; Poolman, Rudolf W., Leiden Univ, Leiden Univ Med Ctr, Dept
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Orthopaed Surg, Leiden, Netherlands.
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Tobert, Daniel G., Massachusetts Gen Hosp, Dept Orthopaed Surg, 55 Fruit St, Boston,
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MA 02114 USA.'
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author: Bernstein, David N. and Lans, Amanda and Karhade, Aditya V. and Heng, Marilyn
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and Poolman, Rudolf W. and Schwab, Joseph H. and Tobert, Daniel G.
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author-email: 'bernsteindavidn@gmail.com
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alans@mgh.harvard.edu
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akarhade@partners.org
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mheng@mgh.harvard.edu
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namloop@gmail.com
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jhschwab@mgh.harvard.edu
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dtobert@mgh.harvard.edu'
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author_list:
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- family: Bernstein
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given: David N.
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- family: Lans
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given: Amanda
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- family: Karhade
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given: Aditya V.
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- family: Heng
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given: Marilyn
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- family: Poolman
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given: Rudolf W.
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- family: Schwab
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given: Joseph H.
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- family: Tobert
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given: Daniel G.
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da: '2023-09-28'
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doi: 10.1097/CORR.0000000000002446
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eissn: 1528-1132
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files: []
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issn: 0009-921X
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journal: CLINICAL ORTHOPAEDICS AND RELATED RESEARCH
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keywords-plus: 'SYMPTOM SEVERITY; LUMBAR DISC; CARE; DISADVANTAGE; DISPARITIES;
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ETHNICITY; SURGERY; METRICS; RACE'
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language: English
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month: MAY
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number: '5'
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number-of-cited-references: '39'
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orcid-numbers: 'Poolman, Rudolf/0000-0003-3178-2247
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Bernstein, David/0000-0002-1784-3288'
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pages: 912-921
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papis_id: f7275c460c4223280230a1352722331a
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ref: Bernstein2023aredetailed
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researcherid-numbers: 'Bernstein, David N./AAL-2777-2021
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Poolman, Rudolf/AAM-7815-2020
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'
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times-cited: '2'
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title: Are Detailed, Patient-level Social Determinant of Health Factors Associated
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With Physical Function and Mental Health at Presentation Among New Patients With
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Orthopaedic Conditions?
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type: Article
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unique-id: WOS:000975638800017
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usage-count-last-180-days: '0'
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usage-count-since-2013: '0'
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volume: '481'
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web-of-science-categories: Orthopedics; Surgery
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year: '2023'
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