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Record W6969127215 · doi:10.5281/zenodo.6405981

208. Incidental findings on PET/CT in patients with large vessel vasculitis

2022· other· en· W6969127215 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2022
Typeother
Languageen
FieldComputer Science
TopicComputational Physics and Python Applications
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsEtiologyVasculitisPathologicalCohortRetrospective cohort studyDiseaseMedical record

Abstract

fetched live from OpenAlex

<strong>Background: </strong>This study aims to shed light on the number and type of incidental findings detected on positron emission tomography (PET)/CT in a cohort of patients with large vessel vasculitis (LVV). <strong>Methods:</strong> The scan reports from PET/CT studies along with the medical charts of a cohort of patients with LVV from a clinic in Edmonton, Alberta, Canada were retrospectively reviewed on Connect Care and Netcare. Incidental findings from PET/CT, along with follow up studies and their diagnosis were documented and analysed. <strong>Results:</strong> The disease activity of 40 patients, with an average age of 65.8 years, was investigated using PET/CT. A total of 59 incidental findings were found in 28 (70%) patients. Of these findings, 45.8% were in the abdomen and pelvis. The most common incidental finding was lymphadenopathy (11.9%). Subsequent investigations of 7 patients confirmed pathological aetiology in 3 patients and benign findings in 4 patients. <strong>Conclusions:</strong> Overall, out of the 40 patients studied with PET/CT, 7 (17.5%) had follow up investigations. Most of the incidental findings were insignificant, but a total of 3 (7.5%) patients needed further management for their incidental findings, this included metastatic adenocarcinoma, pheochromocytoma, and cerebral infarct. With the increased usage of PET/CT in the assessment of patients with LVV and older age, incidental findings may become a significant result. Further studies are needed to determine the significance of the relationship between these incidental findings and LVV. <strong>Disclosures: </strong>None

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.

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 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: Other · Consensus signal: none
Teacher disagreement score0.840
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0020.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0170.004

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 head0.011
GPT teacher head0.219
Teacher spread0.207 · 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