MétaCan
Menu
Back to cohort
Record W4416402071 · doi:10.1016/j.ajoms.2025.11.007

Recurrent gingival nodule mimicking oral focal mucinosis: A case report highlighting diagnostic challenges in peripheral odontogenic fibroma

2025· article· en· W4416402071 on OpenAlexafffund
Matheus de Castro Costa, Kimia Kazemi, Marina Lara de Carli, Catherine F. Poh, Felipe Fornias Sperandio

Bibliographic record

VenueJournal of Oral and Maxillofacial Surgery Medicine and Pathology · 2025
Typearticle
Languageen
FieldDentistry
TopicOral and Maxillofacial Pathology
Canadian institutionsUniversity of British ColumbiaUniversity of SaskatchewanSaskatchewan Disease Control Laboratory
FundersSaskatchewan Health Research FoundationRoyal University Hospital Foundation
KeywordsAsymptomaticNodule (geology)LesionOdontogenicStromaStromal cell

Abstract

fetched live from OpenAlex

Peripheral odontogenic fibroma (POdF) and oral focal mucinosis (OFM) are rare benign lesions that may affect the gingiva and exhibit significant clinical and histopathological overlap. POdF often clinically presents as a firm, asymptomatic gingival nodule, and occasionally lacks odontogenic epithelium histopathologically. OFM, a non-neoplastic lesion characterized by a hyaluronic acid-rich myxoid stroma, can present with a nearly identical clinical profile and very similar histologic findings, which complicates the diagnostic process. This report describes a 48-year-old female with a recurrent, asymptomatic gingival nodule initially suggestive of OFM. The lesion recurred after incomplete excision and was re-evaluated histologically. Despite the absence of odontogenic epithelial islands, additional histologic features that included elongated rete ridges, a perivascular plasmacytic infiltrate, and a myxoid/myxomatous stroma favored a final diagnosis of epithelium-depleted POdF. This case highlights the potential for misdiagnosis between POdF and OFM, especially in the absence of epithelial components. Accurate differentiation requires comprehensive histopathologic evaluation, considering not only the stromal characteristics but also the lesion's clinical course, recurrence pattern, and inflammatory profile. Awareness of this diagnostic pitfall is essential for ensuring appropriate management and follow-up of gingival lesions.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0040.002
Science and technology studies0.0020.002
Scholarly communication0.0020.003
Open science0.0020.003
Research integrity0.0060.003
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 head0.072
GPT teacher head0.321
Teacher spread0.249 · 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 designCase report
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 routes2
Has abstractyes

Explore more

Same venueJournal of Oral and Maxillofacial Surgery Medicine and PathologySame topicOral and Maxillofacial PathologyFrench-language works237,207