FOLFIRINOX Chemotherapy in Metastatic Pancreatic Cancer: A Systematic Review and Meta-Analysis of Retrospective and Phase II Studies
Bibliographic record
Abstract
The introduction of the FOLFIRINOX regimen within the last decade marked the first progress in the clinical field of metastatic pancreatic cancer which had not seen any improvements in treatment availability for several years. In a phase III randomized clinical trial, FOLFIRINOX showed superior efficacy compared to the previous standard treatment of gemcitabine monotherapy. Nevertheless, it is unknown whether the superior results observed in this single phase III clinical trial can be translated more broadly to clinical practice. Our investigation sought to analyze all published evidence of the FOLFIRINOX regimen in series and phase II trials and compare it to the experience of the phase III study. Survival analysis revealed that FOLFIRINOX was associated with an Overall Survival of 10-11 months both in the trials and in off-trial settings, with response rates also similar in both settings. The adverse effect profile was consistent between the pooled phase II and off-trial experience and the FOLFIRINOX regimen arm observed in the randomized phase III trial.
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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 | 0.007 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.007 | 0.011 |
| Bibliometrics | 0.005 | 0.007 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".