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Record W4391990693 · doi:10.1055/s-0044-1780358

Dual Surgeon Four-Handed Technique for Open Skull Base Surgery: A Technical and Nontechnical Guide and Systematic Review

2024· article· en· W4391990693 on OpenAlexaff
Jeremy Kam, Fidel Toomey, Celine Hounjet, Seika Taniguchi, Serge Makarenko, Sandra Li, Tony Goldschlager, Ryojo Akagami

Bibliographic record

VenueJournal of Neurological Surgery Part B Skull Base · 2024
Typearticle
Languageen
FieldMedicine
TopicHead and Neck Surgical Oncology
Canadian institutionsVancouver General HospitalUniversity of British Columbia
Fundersnot available
KeywordsSkullBase (topology)Computer scienceMedicineDual (grammatical number)SurgeryOrthodonticsMedical physicsArtMathematics

Abstract

fetched live from OpenAlex

Introduction: Interdisciplinary and intradisciplinary collaboration is common in skull base neurosurgery owing to the complex, challenging and potentially arduous tumors that require resection. Four handed setups, techniques and working relationships that are common in endoscopic skull base and other disciplines of neurosurgery can be applied to open skull base resections. Four handed open skull base surgery has been the preferred practice for decades at our institution. While this approach is not novel by any means, there continues to be a scarcity of comprehensive written, technical manuals that outline optimal surgical set up, equipment, specific technique, interpersonal relationships, advantages, disadvantages and complications that can arise. Additional barriers to application of this technique include a lack of objective patient outcome measures. Here we aim to provide a technical and nontechnical guide addressing these areas for four handed skull base techniques from two international academic skull base groups and perform a systematic review of available literature regarding four-handed cranial neurosurgery. Methods: The authors performed a detailed literature search using Ovid MEDLINE and EMBASE databases. The search strategy consisted of the following keywords/MESH terms in combination using Boolean terms: four hand* OR ((dual OR two. ADJ3 (neurosurgeon* OR surgeon* OR attending* OR consultant*). AND cranial OR skull base OR spine OR microscop* OR endoscop* OR exoscopic AND surgery OR neurosurgery. Titles/ abstracts for all articles were reviewed by two authors, for relevancy before full text review and data extraction. Duplicates were appropriately excluded and a multi-level screening process was utilized to identify relevant texts. Case reports and series were included. Additional full texts were identified via handsearching. Results: Medline and Embase were last searched on August 31, 2023. A total of 1898 manuscripts were identified before removal of 801 for duplication and/or via title screening. A further 142 papers were excluded via abstract screening before full text review of the remaining 88. A total of 27 papers were included after being assessed as relevant and an additional 2 book chapters identified via handsearching for 29 articles in total. Of these there were 19 studies with 792 patients relevant to four handed endoscopic skull base surgery and 3 studies, 2 book chapters with 353 patients relevant to four handed open skull base surgery. The remaining 5 articles were case reports or technical notes regarding cerebrovascular, trauma or neuro-oncology cases. Overall, no reports provided a direct comparison of outcomes or complications with a four handed technique over standard surgery. A single report related decreased postoperative residual pituitary adenoma (75% vs. 11%) after taking up four handed techniques. For open skull-base surgery, authors propose decreased surgeon-fatigue, real-time interdisciplinary conference, lower operating times and estimated blood loss as the major advantages of four-handed approaches. Conclusion: While limited to large case series, four handed skull base surgery appears, safe, useful and potentially superior to single surgeon approaches for complex lesions. Here we provide the first technical and nontechnical guide for four-handed open skull base surgery generated from over 20 years of skull base experience supplemented with a summary of available data supporting cranial four-handed surgery. Publication History Article published online: 05 February 2024 © 2024. Thieme. All rights reserved. Georg Thieme Verlag KG Rüdigerstraße 14, 70469 Stuttgart, Germany

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.016
metaresearch head score (Gemma)0.080
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.017
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.080
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.004
Bibliometrics0.0170.013
Science and technology studies0.0010.001
Scholarly communication0.0030.004
Open science0.0020.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0060.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.086
GPT teacher head0.350
Teacher spread0.265 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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