ArticleBMC surgery2023
Can the parkland grading scale predict the difficulty of laparoscopic cholecystectomy? A new approach to validation.
Article in BMC surgery, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it, 8 citations in OpenAlex.
- Artificial intelligence for predicting surgical difficulty in laparoscopic cholecystectomy: a systematic review and meta-analysis.Surgical endoscopy · 2026Pooled it
- Assessment of Safety and Errors in Laparoscopic Cholecystectomy in the Treatment of Gallstone Disease in Southeastern Mexico.Journal of clinical medicine · 2026Article
- Article
- Validation of the parkland grading scale in predicting the critical view of safety during laparoscopic cholecystectomy: A prospective cohort study with implications for future artificial intelligence ground truth establishment.Annals of hepato-biliary-pancreatic surgery · 2026Article
- The 48-h window of opportunity: patient and health system-related predictors of surgical severity in symptomatic cholelithiasis.Surgical endoscopy · 2026Article
- Predictive value of an intraoperative gallbladder scoring system for surgical difficulty and post-operative outcomes in laparoscopic cholecystectomy.Northern clinics of Istanbul · 2026Article
- Development and validation of the ENDOLAP artificial intelligence framework for inflammation severity classification in laparoscopic cholecystectomy: a cross-sectional study.Surgical endoscopy · 2025Article
- Article
- Fluorescence Cholangiography for Extrahepatic Bile Duct Visualization in Urgent Mild and Moderate Acute Cholecystitis Patients Undergoing Laparoscopic Cholecystectomy: A Prospective Pilot Study.Journal of clinical medicine · 2025Article
- LapBot-Safe Chole: validation of an artificial intelligence-powered mobile game app to teach safe cholecystectomy.Surgical endoscopy · 2024Article
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Authors and funding
5 authors at 2 institutions in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundThe Parkland Grading Scale (PGS) is an intraoperative grading scale to stratify gallbladder disease severity during laparoscopic cholecystectomy (LC). We evaluated the usefulness of the PGS in predicting the difficulty levels of LC procedures using a novel approach.
methodsA total of 261 patients diagnosed with cholelithiasis and cholecystitis who underwent LC were assessed. The PGS and the surgical difficulty grading system were used to evaluate surgical procedures by reviewing the operation videos. Clinical baseline characteristics and post-treatment outcomes were also recorded. Differences between the five PGS grades in terms of surgical difficulty scores were analyzed using the Jonckheere-Terpstra test. The relationship between PGS grades and surgical difficulty scores was assessed using Spearman's Rank correlation. Finally, the linear trends between morbidity scores and PGS grades were evaluated using the Mantel-Haenszel test.
resultsThere was a significant difference in the surgical difficulty scores for the five PGS grades (p < 0.001). In pairwise comparison, each grade (1-5) was significantly different from the others (p < 0.05) in terms of surgical difficulty, except Grade 2 vs. 3 (p = 0.07) and Grade 3 vs. 4 (p = 0.08). There was a significant correlation between PGS grades and surgical difficulty scores (r
conclusionThe PGS can accurately assess the surgical difficulty level of LC. The precision and conciseness of the PGS make it suitable for use in future research.
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