MétaCan
Menu
Back to cohort
Record W4414598401 · doi:10.3791/68751-v

JoVE Video Dataset

2025· article· pt· W4414598401 on OpenAlexaff

Bibliographic record

Venuenot available
Typearticle
Languagept
FieldMedicine
TopicTracheal and airway disorders
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsAnastomosisAortic archTrunkElephant trunksHead and neck

Abstract

fetched live from OpenAlex

Total arch repair (TAR) has traditionally been performed with a zone 3 distal anastomosis. In recent years, proximalization of the distal anastomosis has been utilized with proposed benefits including an easier distal anastomosis, reduced risk of bleeding, and lower rates of recurrent laryngeal nerve injury. While there have been several comparisons between more proximal distal anastomoses and the traditional zone 3 anastomosis, there have been limited comparisons between proximal anastomoses in zones 0-2. TAR with a frozen elephant trunk (FET) in zone 0 or 1 generally requires debranching of the head vessels proximally or a combination of head vessel bypasses with deployment of the FET across the aortic arch. Select hybrid arch FET devices are available in trifurcated configurations specifically made for a zone 0 distal anastomosis. A zone 2 arch can often be performed with a branched or straight graft and with head vessel anastomoses in the aortic arch. In four studies published to date comparing outcomes following proximal (zone 0/1) or more distal (zone 2) anastomoses, the majority of outcomes, including mortality, stroke, and aortic remodeling, were not significantly different. Rates of major bleeding were more common with a zone 2 distal anastomosis. Proximalization of the distal anastomosis at the time of TAR carries several benefits. Rates of bleeding were lower with a more proximal anastomosis, suggesting improved safety with a zone 0 or 1 anastomosis, without added risk in other metrics.

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)0.001
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.488
Threshold uncertainty score0.696

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0010.000
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.5120.312

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 head0.016
GPT teacher head0.309
Teacher spread0.293 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same topicTracheal and airway disordersFrench-language works237,207