Evidence map›Paper›PMID 42509411›Full record

ArticleAnnals of surgical oncology2026

Reimagining the Training Paradigm in Complex General Surgical Oncology: Aligning Selection, Training, and Workforce Reality.

Adam C Yopp, Herbert JZeh, Maria C Russell, Sean P Dineen, Michael I D'Angelica, Bridget Fahy, Margo Shoup, Russell S Berman

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In one paragraph

Article in Annals of surgical oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Adam C YoppDepartment of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, Dallas, TX, USA. adam.yopp@utsouthwestern.edu.
Herbert JZehDepartment of Surgery, Division of Surgical Oncology, University of Texas Southwestern Medical Center, Dallas, TX, USA.
Maria C RussellDepartment of Surgery, Division of Surgical Oncology, Emory University, Atlanta, GA, USA.
Sean P DineenDepartment of GI Surgical Oncology, Moffit Cancer Center, Tampa, FL, USA.
Michael I D'AngelicaDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Bridget FahyDepartment of Surgery, City of Hope National Medical Center, Duarte, CA, USA.
Margo ShoupSociety of Surgical Oncology, Rosemont, IL, USA.
Russell S BermanDepartment of Surgery, Weill Cornell Medicine, New York, NY, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The current training paradigm in Complex General Surgical Oncology (CGSO) fellowship was established when most graduates pursued traditional academic careers. However, contemporary workforce data suggest increasing misalignment between fellowship selection criteria, training requirements, and eventual career outcomes. Fellowship selection remains heavily influenced by research productivity, leading many applicants to undertake prolonged dedicated research experiences during residency despite substantial financial and institutional costs. Recent studies demonstrate that while most CGSO fellows complete dedicated research time, only a small minority subsequently achieve sustained academic productivity or extramural funding. By contrast, most graduates devote the majority of their professional effort to clinical practice. This discrepancy raises concerns regarding the efficiency and equity of a training model that broadly emphasizes research achievement despite producing a predominantly clinically focused workforce. Simultaneously, increasing demand for cancer care and evolving workforce needs underscore the importance of optimizing training pathways. We propose a differentiated fellowship model consisting of clinically intensive and research-intensive tracks that better align trainee goals with workforce demands. Such an approach would allow more targeted allocation of educational and research resources while preserving pathways for future surgeon-scientists. A corresponding reassessment of fellowship selection metrics is also warranted, emphasizing clinical performance, leadership, professionalism, and holistic applicant evaluation. Aligning selection processes and training structures with contemporary practice realities may improve efficiency, promote equity, and better prepare the future surgical oncology workforce.

Indexed as

Education, Medical, GraduateFellowships and ScholarshipsInternship and ResidencySurgical OncologyCareer ChoiceHumansWorkforce

Identifiers

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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 OpenQuestion graph.