Return to Work Among Young Adult Survivors of Allogeneic Hematopoietic Cell Transplantation in the United States
Bibliographic record
Abstract
Young adult (YA) survivors of allogeneic hematopoietic cell transplantation (HCT) are at risk for late psychosocial challenges, including the inability to return to work post-HCT. Work-related outcomes in this population remain understudied, however. We conducted this study to assess the post-HCT work status of survivors of allogeneic HCT who underwent HCT as YAs and to analyze the patient-, disease-, and HCT-related factors associated with their work status at 1 year post-HCT. Using Center for International Blood and Marrow Transplant Research data, we evaluated the post-HCT work status (full-time, part-time work, unemployed, or medical disability) of 1365 YA HCT survivors who underwent HCT between 2008 and 2015. Percentages of work status categories were reported at 4 time points: 6 months, 1 year, 2 years, and 3 years post-HCT. Percentages of post-HCT work status categories at the 1-year time point were also described in relation to survivors' pre-HCT work status categories. Factors associated with 1-year post-HCT work status (full-time or part-time work) were examined using logistic regression. From 6 months to 3 years post-HCT, the percentage of survivors working full-time increased from 18.3% to 50.7% and the percentage working part-time increased from 6.9% to 10.5%. Of patients in full-time work pre-HCT, 50% were unemployed or on medical disability at 1 year post-HCT. Female sex (odds ratio [OR], 0.55; 95% confidence interval [CI], 0.40 to 0.77), HCT Comorbidity Index score ≥3 (OR, 0.57; 95% CI, 0.39 to 0.82), pre-HCT unemployment (OR, 0.37; 95% CI, 0.24 to 0.56), medical disability (OR, 0.44; 95% CI, 0.28 to 0.70), development of grade III-IV acute graft-versus-host disease (OR, 0.52; 95% CI, 0.34 to 0.80), and relapse within 1 year post-HCT (OR, 0.34; 95% CI, 0.21 to 0.56) were associated with a lower likelihood of employment at 1 year post-HCT. Compared with myeloablative conditioning (MAC) with total body irradiation (TBI), MAC without TBI (OR, 1.71; 95% CI, 1.16 to 2.53) was associated with a greater likelihood of employment at 1 year post-HCT. Graduate school-level education (OR, 2.47; 95% CI, 1.49 to 4.10) was also associated with a greater likelihood of employment at 1 year post-HCT. Although the work status among YA HCT survivors continued to improve over time, a substantial subset became or remained unemployed or on medical disability. These findings underscore the need for effective interventions to support return to work in this population.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".