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The variety of hamartomatous polypose syndromes in children and adults in the practice of an endoscopist

2025· article· en· W4408188175 on OpenAlexaboutno aff
M.M. Lokhmatov, Grigoriy A. Korolev, V. S. Luzganova, A. V. Tupylenko, V. I. Oldakovsky, T.N. Budkina

Bibliographic record

VenueКлиническая эндоскопия. · 2025
Typearticle
Languageen
FieldMedicine
TopicGastrointestinal disorders and treatments
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineVariety (cybernetics)Computer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Hamartoma polyps are benign epithelial formations that primarily form in the gastrointestinal tract. Currently, many syndromes that are united by the formation of hamartomas have been described and studied. The term «hamartoma» itself describes neoplasms formed due to a violation of the quantitative ratio of tissue elements and their hyperplasia. The clinical presentation of most gastrointestinal polyps is very similar, while each hamartomatous polyposis syndrome has its own clinical features and unique presentations. This group of diseases is diverse; the most important aspect of this problem is that most of the diseases described in this literature review are associated with cancer. In the vast majority of cases, endoscopists are the first to see hamartomatous polyps in the gastrointestinal tract. Modern technologies make it possible to perform minimally invasive removal not only in the upper sections and large intestine, but also in the small intestine. However, the endoscopic picture of different syndromes is practically the same.Thus, timely detection, differential diagnosis, correct diagnosis and selection of optimal tactics for dynamic observation and adequate treatment is an important task that requires a multidisciplinary approach. This paper presents the characteristics of rare syndromes of hamartomatous polyposis, namely juvenile polyposis syndrome, Peutz-Jeghers, hereditary mixed polyposis, Cowden, Bannayan-Riley-Ruvalcaba, as well as acquired juvenile polyposis syndrome - Cronchite-Canada. A brief historical background is presented, clinical manifestations, etiology, pathogenesis, microscopic differences and features are described.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.003
GPT teacher head0.265
Teacher spread0.262 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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