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Record W4405536870 · doi:10.3174/ajnr.a8620

Flow Diversion for the Treatment of Distal Circulation Aneurysms: A Randomized Comparison

2024· article· en· W4405536870 on OpenAlexaff
William Boisseau, Tim E. Darsaut, Robert Fahed, Brian Drake, Howard Lesiuk, Jeremy Rempel, Cian O′Kelly, Michael Chow, Daniela Iancu, Daniel Roy, Alain Weill, Ruby Klink, Jean Raymond

Bibliographic record

VenueAmerican Journal of Neuroradiology · 2024
Typearticle
Languageen
FieldMedicine
TopicIntracranial Aneurysms: Treatment and Complications
Canadian institutionsUniversity of Alberta HospitalCentre Hospitalier de l’Université de MontréalHealth Sciences CentreOttawa HospitalUniversity of Ottawa
Fundersnot available
KeywordsMedicineRandomized controlled trialCirculation (fluid dynamics)SurgeryCarotid arteriesCerebral circulationAneurysmCardiology

Abstract

fetched live from OpenAlex

ABSTRACT BACKGROUND AND PURPOSE: Flow diversion (FD) has expanded beyond initial indications (proximal carotid artery aneurysms) to include distal circulation aneurysms (on the anterior, middle, or posterior cerebral arteries). Our objective was to examine results obtained from aneurysms in these locations in the Flow Diversion in the Treatment of Intracranial Aneurysms Trial (FIAT) which compared FD with alternative standard management options (ASMO). MATERIALS AND METHODS: FIAT was an all-inclusive parallel-group 1:1 randomized study comparing FD with one of 4 ASMOs (coiling +/-stenting, parent vessel occlusion (PVO), clipping, or observation, pre-specified by clinical judgment). The primary safety outcome was death or dependency (mRS >2) at 3 months. The composite primary outcome was “treatment failure,” defined as initial failure to treat the aneurysm; aneurysm rupture or retreatment during follow-up; death or dependency (mRS>2); or angiographic residual aneurysm adjudicated by independent core laboratory at 12 months. This subgroup analysis was not prespecified and there was no blinding. RESULTS: Of the 323 patients in FIAT, 46 (14%) with distal circulation aneurysms were randomly allocated: 23 to FD and 23 to ASMO (coiling +/-stenting (16 patients), PVO (1), clipping (3), and observation (3)). Death or dependency at 3 months occurred in one patient (allocated ASMO). Treatment failures occurred in 6/23 FD-treated patients (26.1%; 95%CI: 12.6%-46.5%) compared to 11/22 patients treated with ASMO (50.0%; 95%CI: 30.7%-69.3%; RR=0.52, [0.23-1.17]; P=0.13). Serious adverse events were similar. CONCLUSIONS: Distal circulation aneurysms treated with FDs in FIAT showed an encouraging trend, but this analysis was underpowered. Further randomized trials are needed. ABBREVIATIONS: ASMO = Alternative standard management options; FD = Flow Diversion; FIAT = Flow Diversion in the Treatment of Intracranial Aneurysms Trial; PVO = Parent Vessel Occlusion; mRS = modified Rankin Scale

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)0.004
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.004
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0100.001

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 head0.023
GPT teacher head0.304
Teacher spread0.281 · 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 designRandomized trial
Domainnot available
GenreEmpirical

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

Citations2
Published2024
Admission routes1
Has abstractyes

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