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THE BEZOARS: CLASSIFICATION, DIAGNOSIS, TREATMENT AND CLINICAL CASES - REVIEW

2025· article· en· W7116632029 on OpenAlexaff
Magdalena Maria Jakubowska, Weronika Wawrzynów, Aleksandra Dorosz, Błażej Kaczmarek, Adrian Kruk, Dominika Walczak

Bibliographic record

VenueInternational Journal of Innovative Technologies in Social Science · 2025
Typearticle
Languageen
FieldMedicine
TopicIntestinal and Peritoneal Adhesions
Canadian institutionsHealth Care Foundation
Fundersnot available
KeywordsUrinary systemGastrointestinal tractMedical literatureClinical PracticeSepsisDigestive tractAlimentary tract

Abstract

fetched live from OpenAlex

Introduction: Bezoars are foreign bodies found mainly in the gastrointestinal tract (but not exclusively) giving non-specific and sparse symptoms, which can contribute to serious complications such as chronic mucositis, intestinal obstruction, peritonitis, sepsis and in some cases can even lead to death. A distinction can be made between trichobezoars, phytobezoars, lactobezoars, pharmacobezoars and urinary tract bezoars. Endoscopic examination plays a major role in diagnosis.[1] Objective: The aim of this review is to provide information on the origin, classification, diagnosis and treatment of bezoars and to present several clinical cases involving different types of bezoars. Methods and materials: For the literature review, a Pubmed database and Polish websites of renowned medical journals were used, using keywords such as: bezoar, trichobezoar, phytobezoar, lactobezoar, pharmacobezoar.

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)0.001
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation 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: Empirical
Teacher disagreement score0.522
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.091
GPT teacher head0.484
Teacher spread0.392 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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