Lymphatic Invasion Identified by Monoclonal Antibody D2-40, Younger Age, and Ulceration
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
OBJECTIVES: To assess whether lymphatic invasion identified by immunostaining with monoclonal antibody (Mab) D2-40 in primary cutaneous melanomas correlates with other clinicopathologic factors and to assess whether lymphatic invasion is a potential predictor of sentinel lymph node (SLN) status. DESIGN: Retrospective case-series study. SETTING: Academic referral center. Patients Ninety-six consecutive patients with primary cutaneous melanomas 1 mm thick or greater with adequate pathologic material available for immunohistochemical studies and SLN biopsy. MAIN OUTCOME MEASURES: Association between lymphatic invasion identified by immunostaining with Mab D2-40 in primary cutaneous melanoma and correlation with the clinicopathologic features and the association of all of the factors with SLN status. RESULTS: Lymphatic invasion identified by immunostaining with Mab D2-40 was significantly associated with deeper Clark level of invasion (P < .001), and greater Breslow tumor thickness (P = .01) SLN positivity was identified in 23 of 96 cases (24%). At univariate analysis, younger age (P = .03), ulceration (P < .006), lymphatic invasion (P < .02), deeper Clark level of invasion (P < .008), Breslow tumor thickness (P = .008), and tumor site on the trunk (P = .02) were significantly associated with SLN metastases. At multivariate analysis, only younger age (P = .04), ulceration (P = .03), and lymphatic invasion detected by immunostaining with Mab D2-40 (P = .01) were significantly associated with SLN positivity. The probability of SLN positivity was 13% when all 3 independent prognostic factors yielded negative findings and increased to 61% when all 3 variables yielded positive findings. CONCLUSIONS: Breslow tumor thickness, Clark level of invasion, and tumor site on the trunk predicted SLN status at univariate analysis. Multivariate regression analysis showed that lymphatic invasion identified by immunostaining with Mab D2-40, younger age, and ulceration were the only independent prognostic factors. The most significant predictor of SLN metastasis was the positivity of all 3 independent prognostic factors (61%). Findings of this study suggest that assessment of lymphatic invasion by immunostaining with Mab D2-40 with other clinicopathologic factors can be used to identify patients who could be spared the need for SLN biopsy.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| 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) | 0.000 | 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 it