Intratumoral oxygenation of invasive squamous cell carcimoma of the vulva is not correlated with regional lymph node metastasis.
Bibliographic record
Abstract
INTRODUCTION: Tumour hypoxia has been found to be associated with tumour aggressiveness. Our primary aim was to explore the relationship between pretreatment tumour oxygenation in primary vulvar carcinoma and nodal status. Our secondary objective was to assess if there was a relationship between the clinical and biological variables. METHODS: 20 women with ISCC of the vulva were assessed with pretreatment primary tumour oxygenation with an Eppendorf pO2 probe. Patients underwent standard surgical management. Pathological assessment of the primary and nodal tissues was then performed. Primary tumour specimens were also stained for microvessel density and carbonic anhydrase IX. The relationship between smoking, preoperative Hgb, tumour CAIX expression, MVD, and Eppendorf pO2 measurements vs nodal metastasis and between these clinical and biological variables was assessed. RESULTS: Seven patients had positive lymph nodes, 13 had negative nodes. While neither current smoking status, tumour size, tumour oxygen measurements, MVD and CAIX expression correlated with metastatic nodal disease, a low preoperative Hgb correlated with pathological nodal status (p < 0.027). CONCLUSIONS: Although this analysis failed to demonstrate a strong correlation between various measures of tumour oxygenation with nodal metastasis, it may be due to the small number of patients. Only preoperative anaemia is correlated with nodal metastasis in early ISCC of the vulva.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".