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Record W4403726958 · doi:10.1093/jcag/gwae044

Esophageal epidermoid metaplasia: diagnostic challenges and therapeutic strategies

2024· article· en· W4403726958 on OpenAlexaff
Robert Bechara

Bibliographic record

VenueJournal of the Canadian Association of Gastroenterology · 2024
Typearticle
Languageen
FieldMedicine
TopicGastrointestinal Tumor Research and Treatment
Canadian institutionsMcGill UniversityQueen's University
Fundersnot available
KeywordsMedicineMetaplasiaRadiologyInternal medicine

Abstract

fetched live from OpenAlex

A 58-year-old female smoker underwent pan-endoscopy due to iron deficiency anaemia, during which irregular white plaques were incidentally found throughout her oesophagus using White Light Endoscopy (WLE) and Blue Light Imaging (BLI) (Figure 1A,B). They had a fine nodular appearance on low magnification (Figure 1D,E) and appeared as Lugol voiding lesions when stained with 1.25% Lugol’s iodine (Figure 1C). This staining showed well-demarcated, slightly elevated plaques that could not be scrapped off and, unlike in normal squamous mucosa or typical squamous neoplasia, the microvasculature was not visible.1 This was due to keratinisation confirmed via biopsies that also showed a granular layer, mimicking skin epidermis (Figure 1F). No signs of squamous high-grade dysplasia or carcinoma were detected. These findings are consistent with extensive esophageal epidermoid metaplasia (EEM). The patient was enrolled in an endoscopic surveillance program. Visualisation of esophageal epidermoid metaplasia (A) White Light Endoscopy (WLE) (B) Blue Light Imaging (BLI) (C) 1.25% Lugol’s (D) low magnification with WLE (E) low magnification with BLI (F) Histology with haematoxylin–eosin–saffron stain at 200× magnification showing abnormal surface keratinisation and presence of a granular layer. Endoscopic images courtesy of Dr Bechara and histologic images courtesy of Dr Tao. EEM, often located in the middle or distal third of the oesophagus, is described as above but can vary in appearance, sometimes showing granular, cobblestone, or lacy characteristics.2–5With subtle findings and non-specific symptoms like reflux and dysphagia, EEM is often underdiagnosed.2,3 Patients with EEM often have histories of tobacco and alcohol use, risk factors heavily associated with esophageal squamous cell carcinoma (ESCC).2,3 Furthermore, EEM shares genetic mutations with ESCC, notably in TP53, suggesting that EEM may be a precursor to ESCC.4,5 Management of EEM without advanced dysplasia remains debated.5 Some recommend routine surveillance; others suggest endoscopic mucosal resection for small or dysplastic lesions and radiofrequency ablation for larger ones.2 For extensive, non-dysplastic lesions, surveillance is advised every six months with 4-quadrant biopsies every 1–2 cm, transitioning to annual exams if no dysplasia or progression occurs.2,3,5 None declared. Conflict of interest disclosure forms (ICMJE) have been collected for all co-authors and can be accessed as supplementary material here. This article includes the use of endoscopic and pathological images from a specific patient case. These images are integral to the discussion and are included within the manuscript. As the article primarily synthesises existing knowledge, no new datasets were generated. The images and data used in this study are available within the article, and any additional inquiries can be directed to the corresponding author, subject to patient confidentiality, and ethical considerations.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.004
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0020.003
Open science0.0010.001
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0010.001

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 head0.021
GPT teacher head0.275
Teacher spread0.254 · 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 designNot applicable
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".

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Citations0
Published2024
Admission routes1
Has abstractyes

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