ArticleSurgical endoscopy2026
Video-based assessment identifies intraoperative predictors of clinically relevant POPF following minimally invasive distal pancreatectomy.
Article in Surgical endoscopy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Reply to: Surgical scene understanding and the emerging challenge of independent validation in an industry-led AI ecosystem.NPJ digital medicine · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundClinically relevant postoperative pancreatic fistula (CR-POPF) is the most consequential complication after distal pancreatectomy, occurring in up to one-third of cases. Video-based assessment (VBA) captures technical details not documented in operative reports. We conducted a VBA study to evaluate intraoperative factors associated with CR-POPF.
methodsWe performed a retrospective single-center study of adults undergoing laparoscopic or robotic distal pancreatectomy (2019-2024). Three blinded reviewers coded predefined intraoperative variables from operative videos during the pancreatic transection. Associations with CR-POPF were assessed using Firth penalized logistic regression.
resultsAmong 43 patients, 11 (25.6%) developed CR-POPF. Patients with CR-POPF were younger (median 46 vs. 59 years, p < 0.05) and more often non-white (27% vs. 63%, p < 0.05). Intraoperatively, coarse stapler movement (73% vs. 25%, p < 0.05) and capsular fracture (73% vs. 19%, p < 0.05) were significantly associated with CR-POPF. Rotational movement, short compression time, and stapler line bleeding trended toward significance. Clip application for hemostasis showed a non-significant protective effect. On regression analysis, capsular fracture predicted CR-POPF (OR = 6.47, p = 0.03), and coarse stapler movement trended toward significance (OR = 9.22, p = 0.06).
conclusionVBA identified capsular fracture as a significant predictor of CR-POPF and stapler movement as a modifiable factor. Larger multicenter studies are warranted to validate findings and guide technical training.
Indexed as
Identifiers
42171713What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.