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Record W4404230670 · doi:10.1093/neuonc/noae165.0733

PATH-34. IT NEVER RAINS BUT IT POURS - DIAGNOSING ANAPLASTIC PLEOMORPHIC XANTHASTROCYTOMA TWICE IN A FORTNIGHT - OUR EXPERIENCE IN A RESOURCE CONSTRAINED SETTING

2024· article· en· W4404230670 on OpenAlexaff
Durgapoorna Menon, Supriya Menon, Vigneswar SB, Vani Santosh, G Kiron, Dilip Panikar, S Shyamsundar

Bibliographic record

VenueNeuro-Oncology · 2024
Typearticle
Languageen
FieldImmunology and Microbiology
TopicParasites and Host Interactions
Canadian institutionsASTER
Fundersnot available
KeywordsPath (computing)Resource (disambiguation)MedicineComputer scienceComputer network

Abstract

Abstract Grade 3 Pleomorphic Xanthastrocytoma is a rare tumour (less than 1% of all astrocytic glial neoplasms). Present most commonly with seizures. Surgery and Radiation remain the mainstay of treatment with no clear role for traditional systemic chemotherapies; BRAF inhibitors show some benefit. We report two cases who were diagnosed within a month of each other - one was initially diagnosed in 2017- presented with altered smell, headache and diplopia. Found to have a well-defined lobulated heterogeneously enhancing suprasellar parasellar lesion. After Gross Total Resection, was diagnosed from various centers as Anaplastic Ependymoma WHO Grade III; Gllioblastoma WHO Grade IV; Anaplastic Pleomorphic Xanthastrocytoma WHO Grade III. Based on immunohistochemistry, was considered Anaplastic Ependymoma WHO Grade III. Spine screening was negative; received adjuvant Radiation 60Gy in 30 fractions. After a disease free interval of 6 years, developed a recurrence at the post op site. He underwent repeat decompression and the histopathology showed Grade 3 Pleomorphic Xanthastrocytoma. Immunohistochemistry- OLIG2: diffuse positive; R132H p.IDH1: negative; ATRX: intact nuclear expression; Mismatch repair proteins (MSH2, MSH6, MLH1, PMS2); intact nuclear expression; MIB-1 labelling index: 10-12%; H3 p.K27M: negative; GFAP: variable positivity; Podoplanin and p53 shows focal positivity; EMA, CD 34 are negative. He competed Reirradiation in January 2024. He is asymptomatic and on follow up. The second case -15 year old boy presented with episodes of absence seizures. Imaging showed a predominantly extraaxial lesion at tentorial apex. He underwent decompression and histopathology showed Grade 3 Pleomorphic Xanthastrocytoma. Immunohistochemistry - cells positive for S100 and variably positive for GFAP, OLIG2 and vimentin; ATRX: Retained expression, IDH1p.R132H, EMA, Synaptophysin, Neu N: Negative, p53: Focally positive, CD34: Positive in few tumour cells, Ki-67: 14-16 %.V600 mutation detected in the BRAF gene. Had Adjuvant RT 60 Gy in 30 fractions -completed in March 2024. MRI at 1 month - no significant change in overall tumour burden compared to post operative MRI. Was offered Dabrafenib with Trametinib.

Stored with the screening record, where it is evidence for the labels above.

How this classification was reachedexpand

The three-model screen

all 5,600 screened works →

All three models called this out of scope.

stratum: aff_core · design weight: 5595.24 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: empirical
about Canada: no
confidence: high

Neuro-oncology case report of two brain tumor diagnoses.

GPT-5.6 (high)OUT
genre: empirical
about Canada: no
confidence: high

This reports clinical case experiences involving a rare brain tumor, not research practice.

Grok 4.5OUT
genre: empirical
about Canada: no
confidence: high

Clinical case reports of rare brain tumours and their diagnosis/treatment.

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: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0120.005

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 head0.031
GPT teacher head0.339
Teacher spread0.308 · 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
Published2024
Admission routes1
Has abstractyes

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