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Impact of Hydroxyurea On Employment Among Patients with Sickle Cell Anemia.

2009· article· en· W2557112905 on OpenAlexaboutno aff
Samir K. Ballas, Robert Bauserman, William F. McCarthy, Myron A. Waclawiw, Bruce Barton

Bibliographic record

VenueBlood · 2009
Typearticle
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSickle cell anemiaPlaceboAnemiaObservational studyPediatricsAttendanceDiseasePhysical therapyClinical trialInternal medicineAlternative medicinePathology

Abstract

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Abstract Abstract 2485 Poster Board II-462 Introduction: Sickle cell disease (SCD) has a negative impact on education, career development, employment, and work history. Repeated painful crises and chronic complications (leg ulcers, retinopathy, etc.) can limit employment options and interfere with work attendance. Young adults frequently report that their health has interrupted educational plans and prevented their finding a full-time job. The purpose of this study is to examine employment patterns over time among SCD patients enrolled in the Multicenter Study of Hydroxyurea (MSH) in Sickle Cell Anemia, a randomized placebo-controlled double-blind study of whether hydroxyurea (HU) treatment could reduce the rate of painful crises in SCD. Patients and Methods: The N=299 adult patients in MSH were recruited from 21 sites across the U.S. and Canada, and were evenly distributed between males and females. Patients were at least 18 years old with a diagnosis of sickle cell anemia and at least 3 painful crises in the year prior to entry. The trial was terminated early due to a beneficial effect of HU on painful crises, but led to an observational follow-up and extension.Patients reported employment status at baseline and at 12, 24, and 36 months in the clinical trial; during the follow-up, employment data was collected in years 1-5 and 7-9. We categorized patients as ‘employed' (working full or part time) or ‘unemployed' (any other response, including unemployed, disabled, in school, retired, etc.). About 90% of all responses in this category were either unemployed or disabled, rather than other options such as in school.We examined employment history in 2 ways. First, changes from baseline to 24 months in the clinical trial (there was little data for 36 months due to the early termination) were categorized as continuous employment, continuous unemployment, shift from employment to unemployment, or from unemployment to employment; chi-square analyses were used to compare groups. Second, using all available data from the trial and follow-up, we calculated cumulative employment for each patient as the proportion of years employed out of all years of available data (up to the maximum possible of 12 years of data). This allowed us to obtain values for all patients despite missing data from some years. Linear regression models were used to compare groups.Employment history was compared between the placebo group and HU treatment responders and nonresponders (responders were defined as patients with % fetal hemoglobin < 15% before treatment and > 15% two years later). Many patients moved from placebo to HU following the clinical trial, but original group assignment was used for analyses because the HU group would have had the earliest and most consistent exposure to HU. Results: Descriptive data were suggestive of better employment outcomes for HU responders. During the clinical trial, 41% of responders and 29% of nonresponders were continuously employed or moved to employment. However, differences between responders, nonresponders and placebo patients were not statistically significant (p=.73). Across all years of data, responders were employed in 34% of years, versus about 30% for nonresponders and placebo patients. However, differences between groups were again not statistically significant (p=.71). Conclusions: Recurrent episodes of acute and chronic pain are characteristic of SCD. In MSH, HU treatment significantly reduced the rate of painful crises, the need for blood transfusion, and morbidity and mortality. Although some aspects of quality of life improved in this cohort of patients with moderate to severe SCD, employment patterns during the clinical trial and overall proportion of years in employment did not significantly differ. These findings point to two important aspects of HU treatment.First, employment effects may differ with more timely initiation of HU. MSH patients had moderate to severe SCD at enrollment, and some already had related disabilities (such as avascular necrosis) unaffected by HU. Earlier initiation of HU may prevent or delay onset of the most serious SCD complications that can negatively affect employment. Second, data such as those reported here may be of use in counseling young SCD patients regarding employment. The Americans with Disabilities Act defines rights of disabled/impaired persons in the workplace and awareness of this may lessen stress due to fear of losing a job or being unable to find employment. Disclosures: No relevant conflicts of interest to declare.

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How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.004
GPT teacher head0.215
Teacher spread0.212 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations3
Published2009
Admission routes1
Has abstractyes

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