Treatment options for patients with mantle cell lymphoma post-transplantation
Bibliographic record
Abstract
Abstract Mantle cell lymphoma is a rare subtype of B-cell lymphoma which carries with it a poor prognosis and is typically refractory to treatment. Autologous stem cell transplant (ASCT) has been shown to improve survival, but is not considered curative. There is currently no specific preferred regimen of treatment according to current guidelines for patients who fail ASCT. We undertook a systematic scoping review to examine the existing literature in this setting. A total of 3045 records were screened, yielding 40 full-text articles, 12 of which were included in the results. Ibrutinib and venetoclax appeared to produce the highest response rates and length of progression-free survival post-ASCT, however, there are serious gaps in the literature regarding what is actually known about the efficacy of treatment regiments for relapsed/refractory mantle cell lymphoma in post-ASCT patients and more randomized, controlled clinical trials are needed in this area.
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".