MétaCan
Menu
Back to cohort
Record W4407095569 · doi:10.1016/j.cjco.2025.01.021

A Multidisciplinary Aortopathy Clinic: The McGill Experience

2025· article· en· W4407095569 on OpenAlexaffabout
Masaki Kodaira, Kevin Lachapelle, Richard L. Leask, Kevin Bates, Yoni Grossman, Carlos‐Eduardo Guerrero‐Chalela, Lauren Kennedy, George Thanassoulis, Oren K. Steinmetz, Kent S. MacKenzie, Joséphine Pressacco, James C. Engert, Judith Therrien

Bibliographic record

VenueCJC Open · 2025
Typearticle
Languageen
FieldMedicine
TopicAortic Disease and Treatment Approaches
Canadian institutionsMcGill UniversityJewish General Hospital
Fundersnot available
KeywordsMultidisciplinary approachMedicineMedical physicsComputer sciencePsychologySociologySocial science

Abstract

fetched live from OpenAlex

Background: Guidelines recommend that patients with thoracic aortic disease (TAD) be seen in a multidisciplinary aortopathy clinic, because of their complex and high-risk profile. However, reports on such clinics are limited. Methods: From September 2016 to May 2024, we evaluated 567 patients with TAD. They were seen by our multidisciplinary team, which is comprised of 1 cardiac surgeon, 2 vascular surgeons, 1 cardiologist, 1 cardiothoracic radiologist, a team of 4 engineering researchers, a dedicated member from the genetics department, and an administrative assistant. For patients who had computed tomography or magnetic resonance imaging performed outside our institution, image reanalysis was conducted by our cardiothoracic radiologist. Genetic testing was performed for patients with suspected hereditary TADs. Results: Reanalysis of external computed tomography and/or magnetic resonance imaging by our radiologist altered clinical decision-making in 5 of 51 cases (9.8%). Genetic testing that examined 25 genes associated with Marfan syndrome and related aortopathies was conducted on 250 patients, revealing a positive TAD gene in 32 (12.8%), a variant of unknown significance in 99 (39.6%), and a negative result in 119 (47.6%). Forty patients (7%) had surgery within a median of 2.7 months (quartile 1-quartile 3: 1.1-4.9) from their initial clinic visit. Conclusions: Our 8-year experience at the aortopathy clinic of McGill University demonstrates that a multidisciplinary approach to TAD can deliver complete, precise, and timely care to this complex patient population.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.458
Threshold uncertainty score0.772

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.063
GPT teacher head0.398
Teacher spread0.335 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueCJC OpenSame topicAortic Disease and Treatment ApproachesFrench-language works237,207