Evidence map›Paper›PMID 39559857›Full record

ArticleAnnals of surgery2026

Competency, Proficiency, and Mastery: Learning Curves for Robotic Distal Pancreatectomy at 16 International Expert Centers.

Philip C Müller, Christoph Kuemmerli, Adrian T Billeter, Baiyong Shen, Jiabin Jin, Felix Nickel, Cristiano Guidetti, Emanuele Kauffmann, Julia Purchla, Christoph Tschuor and 29 more

Abstract readMulticenter Study
In one paragraph

Article in Annals of surgery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

14 citing papers in PubMed, 1 synthesis or guideline pooled it.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

39 authors.

Philip C MüllerDepartment of Surgery, Clarunis University Digestive Health Care Center, University Hospital Basel, Basel, Switzerland.ORCID 0000-0001-8317-3449
Christoph KuemmerliDepartment of Surgery, Clarunis University Digestive Health Care Center, University Hospital Basel, Basel, Switzerland.ORCID 0000-0002-7109-3545
Adrian T BilleterDepartment of Surgery, Clarunis University Digestive Health Care Center, University Hospital Basel, Basel, Switzerland.ORCID 0000-0001-8724-4793
Baiyong ShenDepartment of General Surgery, Pancreatic Disease Center, Ruijin Hospital and Research Institute of Pancreatic Diseases, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.ORCID 0009-0004-7447-9541
Jiabin JinDepartment of General Surgery, Pancreatic Disease Center, Ruijin Hospital and Research Institute of Pancreatic Diseases, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
Felix NickelDepartment of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.ORCID 0000-0001-6066-8238
Cristiano GuidettiHepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, University Hospital of Modena "Policlinico", University of Modena and Reggio Emilia, Modena, Italy.ORCID 0000-0001-7241-5422
Emanuele KauffmannDivision of General and Transplant Surgery, Pisa University Hospital, Pisa, Italy.ORCID 0000-0001-7634-4844
Julia PurchlaDepartment of Surgery, School of Medicine, Johns Hopkins University, Baltimore, MD.
Christoph TschuorDepartment of Surgery and Transplantation, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark.ORCID 0000-0002-0374-1192
Paul Suno KrohnDepartment of Surgery and Transplantation, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark.
Stefan K BurgdorfDepartment of Surgery and Transplantation, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark.
Jan Philipp JonasDepartment of Surgery and Transplantation, University Hospital Zurich, Zurich, Switzerland.ORCID 0000-0002-3134-9040
Felix J BussmannDepartment of Surgery and Transplantation, University Hospital Zurich, Zurich, Switzerland.
Olivier Saint-MarcDepartment of Surgery, Service de Chirurgie Digestive, Endocrinienne et Thoracique, Center Hospitalier Orleans, Orleans, France.ORCID 0009-0005-7910-3516
Abdallah Iben-KhayatDepartment of Surgery, Service de Chirurgie Digestive, Endocrinienne et Thoracique, Center Hospitalier Orleans, Orleans, France.
Paul C M AndelDepartment of Hepato-Pancreato-Biliary Surgery, Regional Academic Cancer Center Utrecht, St. Antonius Hospital Nieuwegein and University Medical Center Utrecht, The Netherlands.
Izaak Quintus MolenaarDepartment of Hepato-Pancreato-Biliary Surgery, Regional Academic Cancer Center Utrecht, St. Antonius Hospital Nieuwegein and University Medical Center Utrecht, The Netherlands.ORCID 0000-0002-1585-7184
Ulrich WellnerDepartment of Surgery, University Medical Center Schleswig-Holstein, Campus Luebeck, Luebeck, Germany.ORCID 0000-0002-8632-166
Tobias KeckDepartment of Surgery, University Medical Center Schleswig-Holstein, Campus Luebeck, Luebeck, Germany.ORCID 0000-0001-7651-6183
Beat MoeckliDepartment of Surgery, University Hospitals of Geneva, Geneva, Switzerland.ORCID 0000-0002-9020-8416
Christian TosoDepartment of Surgery, University Hospitals of Geneva, Geneva, Switzerland.ORCID 0000-0003-1652-4522
Fabrizio Di BenedettoHepato-Pancreato-Biliary Surgery and Liver Transplantation Unit, University Hospital of Modena "Policlinico", University of Modena and Reggio Emilia, Modena, Italy.ORCID 0000-0002-6718-8760
Valentina ValleDepartment of Surgery, Division of General, Minimally Invasive, and Robotic Surgery, University of Illinois at Chicago, Chicago, IL.ORCID 0000-0002-8211-7370
Pier GiulianottiDepartment of Surgery, Division of General, Minimally Invasive, and Robotic Surgery, University of Illinois at Chicago, Chicago, IL.ORCID 0000-0003-3195-9735
Didier RoulinDepartment of Surgery, Division of HPB Surgery, Carolinas Medical Center, Charlotte, NC.ORCID 0000-0003-1927-993
John B MartinieDepartment of Surgery, Division of HPB Surgery, Carolinas Medical Center, Charlotte, NC.ORCID 0000-0002-2677-9134
Martina RamaDepartment of Surgery, Thomas Jefferson University Hospital, Philadelphia, PA.ORCID 0000-0002-8070-773
Harish LavuDepartment of Surgery, Thomas Jefferson University Hospital, Philadelphia, PA.ORCID 0000-0001-8907-9242
Charles YeoDepartment of Surgery, Thomas Jefferson University Hospital, Philadelphia, PA.
Parit T MavaniDepartment of Surgery, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA.ORCID 0000-0003-3968-1205
Mihir M ShahDepartment of Surgery, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA.
David A KoobyDepartment of Surgery, Winship Cancer Institute, Emory University School of Medicine, Atlanta, GA.ORCID 0000-0001-8694-0455
Jin HeDepartment of Surgery, School of Medicine, Johns Hopkins University, Baltimore, MD.
Ugo BoggiDivision of General and Transplant Surgery, Pisa University Hospital, Pisa, Italy.ORCID 0000-0002-7505-5896
Thilo HackertDepartment of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.ORCID 0000-0002-7012-1196
Inne H M Borel-RinkesDepartment of Hepato-Pancreato-Biliary Surgery, Regional Academic Cancer Center Utrecht, St. Antonius Hospital Nieuwegein and University Medical Center Utrecht, The Netherlands.ORCID 0000-0003-2122-7207
Beat P MüllerDepartment of Surgery, Clarunis University Digestive Health Care Center, University Hospital Basel, Basel, Switzerland.ORCID 0000-0002-8552-8538
Pierre-Alain ClavienDepartment of Surgery and Transplantation, University Hospital Zurich, Zurich, Switzerland.ORCID 0000-0002-9916-7905

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThe aim of this study was to evaluate the different phases of the learning curve for robotic distal pancreatectomy (RDP) in international expert centers.

backgroundRDP is an emerging minimally invasive approach; however, only limited, mostly single-center data are available on its safe implementation, including the learning curve.

methodsConsecutive patients undergoing elective RDP from 16 expert centers across 3 continents were included to assess the learning curve. Based on the first 100 RDPs at each center, 3 cutoffs were used to define the learning curve: operative time for competency, major complications (Clavien-Dindo grade ≥III) for proficiency, and textbook outcome for mastery. Clinical outcomes before and after the cutoffs were compared.

resultsThe learning curve analysis was conducted on 1109 of 2403 RDPs. Competency, proficiency, and mastery, respectively, were reached after 46, 63, and 73 RDP procedures. After competency, operative time decreased from 245 to 235 minutes ( P = 0.002). Attaining proficiency was reflected by a reduction in the rate of major complications from 20% to 15% ( P = 0.012), and mastery was associated with a higher proportion of patients with textbook outcomes (71% vs 63%; P = 0.028). The postoperative pancreatic fistula rate remained stable along the learning curve, ranging between 18.5% and 21.5%. Previous laparoscopic experience accelerated the learning process by virtue of reduced operative time and an earlier decrease in major complications.

conclusionsCompetency, proficiency, and mastery for RDP were reached after 46, 63, and 73 procedures, respectively, at international expert centers. The findings highlight that the learning curves for intraoperative parameters are completed earlier; however, extensive experience is needed to master RDP.

Indexed as

Clinical CompetenceLearning CurvePancreatectomyRobotic Surgical ProceduresAgedFemaleHumansMaleMiddle AgedOperative TimePostoperative Complicationsdistal pancreatectomylearning curvesoutcome researchpancreatic surgeryrobotic surgery

Identifiers

PMID39559857
PMCPMC13258087

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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Registered trials

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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 Socratic graph.