Evidence map›Paper›PMID 41913026›Full record

ArticleInternational journal of computer assisted radiology and surgery2026

Analysis and objective assessment of transoral robotic surgery.

Dervishan Sezer, Doga Demirel, Madeleine Leake, Mouhsin M Shafi, Suvranu De, Floyd Christopher Holsinger, Andrés M Bur, Scharukh M Jalisi, Ernest Gomez

Abstract read
In one paragraph

Article in International journal of computer assisted radiology and surgery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

9 authors.

Dervishan SezerData Science and Analytics Institute, University of Oklahoma, Norman, OK, USA.ORCID http://orcid.org/0009-0008-8537-4592
Doga DemirelSchool of Computer Science, University of Oklahoma, Devon Energy Hall, 110 W. Boyd St, Norman, OK, USA. doga@ou.edu.ORCID http://orcid.org/0000-0002-8270-1163
Madeleine LeakeBeth Israel Deaconess Medical Center, Berenson-Allen Center for Noninvasive Brain Stimulation, Department of Neurology, Harvard Medical School, Boston, MA, USA.
Mouhsin M ShafiBeth Israel Deaconess Medical Center, Berenson-Allen Center for Noninvasive Brain Stimulation, Department of Neurology, Harvard Medical School, Boston, MA, USA.ORCID http://orcid.org/0000-0002-4531-1967
Suvranu DeCollege of Engineering, Florida A&M University-Florida State University, Tallahassee, FL, USA.ORCID http://orcid.org/0000-0001-8489-0001
Floyd Christopher HolsingerDepartment of Otolaryngology-Head and Neck Surgery, Stanford School of Medicine, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-9594-1414
Andrés M BurDepartment of Otolaryngology-Head and Neck Surgery, University of Kansas School of Medicine, Kansas City, KS, USA.ORCID http://orcid.org/0000-0001-6879-6453
Scharukh M JalisiDivision of Otolaryngology-Head and Neck Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.ORCID http://orcid.org/0000-0002-7567-1533
Ernest GomezDivision of Otolaryngology-Head and Neck Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA.ORCID http://orcid.org/0000-0003-3765-5492

Funding

Using Integrated Omics to Identify Dysfunctional Genetic Mechanisms Influencing Schizophrenia and Sleep DisturbancesP20GM130423 · NIGMS · UNIVERSITY OF KANSAS MEDICAL CENTER · PI ANDREW K. GODWIN · 2019 to 2026
$21.5M
Physically Realistic Virtual SurgeryR01EB005807 · NIBIB · RENSSELAER POLYTECHNIC INSTITUTE · PI DE, SUVRANU, JACKSON, CULLEN DAVIS · 2006 to 2024
$7.0M
Enhancing robotic head and neck surgical skills using stimulated simulationR01EB032820 · NIBIB · FLORIDA STATE UNIVERSITY · PI Suvranu De, Ernest Dennis Gomez · 2023 to 2026
$1.8M
Development and Validation of a Virtual Bariatric Endoscopic (ViBE) simulatorR01EB033674 · NIBIB · FLORIDA AGRICULTURAL AND MECHANICAL UNIV · PI DE, SUVRANU · 2022 to 2024
$1.6M
NIBIB NIH HHS R01 EB005807NIBIB NIH HHS R01EB005807NIBIB NIH HHS R01 EB032820NIBIB NIH HHS R01EB032820NIBIB NIH HHS R01 EB033674NIBIB NIH HHS R01EB033674NIGMS NIH HHS P20 GM130423NIGMS NIH HHS P20GM130423
6 · The paper itself

Abstract

purposeTransoral robotic surgery (TORS) has become a well-established surgical technique for the treatment of oropharyngeal cancer, but the significant learning curve and lack of standardized credentialing have resulted in wide variability in surgical outcomes. This study aims to define procedure-specific competence standards for TORS and test whether a hierarchical task analysis (HTA)-derived procedure-based assessment (PBA) distinguishes experience levels. We examined the ability of PBA and Global Evaluative Assessment of Robotic Skills (GEARS) scores to discriminate between novice and experienced surgeons and to assess their association with operative efficiency and margin quality.

methodsWe built an HTA by deconstructing the TORS lateral oropharyngectomy into tasks and subtasks. Then, PBA metrics for mucosal incision and deep dissection were developed. Two independent raters scored 40 porcine tongue TORS videos (20 novice, 20 experienced) using PBA and GEARS and recorded global and phase times.

resultsExperienced surgeons scored higher on total PBA (39.98 vs 35.35, p = 0.0055) and GEARS (22.60 vs 19.63, p = 0.0009) and showed less score variability. The largest gaps were lateral tasks: lateral mucosal incision 4.65 vs 3.60 (p = 0.0015) and lateral deep dissection 4.58 vs 3.85 (p = 0.0115). Margin scores were higher in experienced surgeons (4.38 vs 3.80, p = 0.0149). Procedures were faster overall (298.47 s vs 466.43 s, p = 0.0003) with shorter mucosal incision and deep dissection times.

conclusionsAn HTA-derived PBA reliably differentiates TORS expertise, aligns with speed and margin quality, and identifies lateral tasks as high-yield training targets. These metrics support standardized training, assessment, and integration into VR simulation for competency-based credentialing.

Indexed as

Clinical CompetenceNatural Orifice Endoscopic SurgeryOropharyngeal NeoplasmsRobotic Surgical ProceduresAnimalsHumansSwineTask Performance and AnalysisAssessmentSkill evaluationTask analysisTrainingTransoral robotic surgery

Identifiers

PMID41913026
PMCPMC13183141

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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.