Survival of patients with pancreatic cancer treated with varied modalities: A single-centre study
Bibliographic record
Abstract
The present retrospective chart review examined the overall survival (OS) of patients with pancreatic ductal adenocarcinoma based on the disease stage in a sample of 296 patients with pancreatic cancer. Secondary outcome measurements included OS in chemotherapy vs. supportive treatment groups among metastatic patients, OS based on response to chemotherapy among metastatic patients, and OS and disease free survival (DFS) in surgically resected disease with vs. without adjuvant therapy. Data were analyzed using Kaplan-Meier and multivariate cox-regression analyses based on a 95% confidence interval (CI) or an α-value of 0.05. OS was significantly different based on the disease stage, with 3.63 (95% CI, 2.84-4.43), 6.57 (95% CI, 4.06-9.08) and 15.57 (95% CI, 11.79-19.35) months in the advanced, locally advanced, and localized disease groups, respectively. OS was higher in metastatic-stage patients who received chemotherapy [6.07 months (95% CI, 4.75-7.39)] compared with those who received supportive therapy alone [2.50 months (95% CI, 2.16-2.84; P<.001)]. Metastatic-stage patients with partial or stable response to chemotherapy had higher OS [10.53 months (95% CI, 6.35-14.72)] in comparison with those with progression [6.33 months (95% CI, 5.79-6.88)] or an undocumented response [3.30 months (95% CI, 1.76-4.84; P<0.001)]. In patients who underwent surgical resection of localized disease, adjuvant therapy increased the adjusted OS and DFS as compared with surgical excision alone (P=0.013; 95% CI, 0.278-0.862). Positive margins reduced OS [hazard ratio (HR) 2.670; 95% CI, 1.467-4.860]. The present single-site study has demonstrated that OS may markedly differ on the basis of the disease status at the time of diagnosis. Metastatic-stage patients with stable or partial response to chemotherapy had an increased OS, as did surgical patients with localized disease who received adjuvant treatment, after adjusting for margin status.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 |
| 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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".