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Record W2150288864 · doi:10.3899/jrheum.110671

Treating the Pain of Osteoarthritis — Where Do We Go from Here?

2011· letter· en· W2150288864 on OpenAlexvenueno aff
Lisa A. Mandl

Bibliographic record

VenueThe Journal of Rheumatology · 2011
Typeletter
Languageen
FieldMedicine
TopicOcular Diseases and Behçet’s Syndrome
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineEnucleationHistopathologyChoroidSurgeryAdjuvant therapyOptic nerveOphthalmologyChemotherapyPathologyRetina

Abstract

fetched live from OpenAlex

Aims To compare high-risk histopathology of eyes with primary versus secondary enucleation from patients with retinoblastoma. Patients and methods A retrospective histopathology review identified 207 eyes enucleated from 202 patients between March 1997 and August 2013. Our review considered high-risk histopathological features to include extraocular disease or invasion of the anterior chamber, iris, ciliary body, choroid (massive), postlaminar optic nerve or sclera. Results Most eyes (144, 70%) were primarily enucleated; 63 (30%) were secondarily enucleated after neoadjuvant therapy. The primary enucleation group had more advanced disease (Reese-Ellsworth group V: 95% vs 59%; International Classification Group D/E: 97% vs 59%; p<0.001). The incidence of high-risk histopathology features was similar between groups (32% vs 21%, n=59; p=0.132). The type of prior therapy was not associated with high-risk histopathology features. Time to enucleation was longer for secondarily enucleated eyes with high-risk features. Choroid and postlaminar optic nerve invasion were more frequent in eyes primarily enucleated (p<0.001). Forty-six of the 59 (78%) patients with high-risk features received adjuvant chemotherapy and/or external beam radiation therapy. Three patients who received primary enucleation and adjuvant therapy died of metastatic recurrence. Conclusions Despite the more favourable classification of eyes treated with neoadjuvant therapy, the risk of high-risk histopathology features at enucleation was comparable with eyes undergoing primary enucleation. Delayed enucleation was associated with these features, and the majority of patients required further adjuvant therapy. Caution must be exercised in treating recalcitrant intraocular retinoblastoma to promptly pursue definitive enucleation in an effort to minimise further treatment exposures and metastases.

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)0.002
metaresearch head score (Gemma)0.005
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: Commentary · Consensus signal: none
Teacher disagreement score0.005
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.003
Open science0.0010.000
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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 head0.013
GPT teacher head0.233
Teacher spread0.219 · 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
GenreCommentary

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

Citations7
Published2011
Admission routes1
Has abstractyes

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