Incidental Internal Mammary Nodes during Recipient Vessel Dissection in Breast Reconstruction
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
SUMMARY: Internal mammary (IM) lymph nodes may be exposed during recipient vessel preparation in free-flap breast reconstruction, and in rare cases, positivity of these nodes may affect treatment in patients with breast cancer. This systematic review examines the incidence and significance of IM nodes identified by plastic surgeons. Eligibility criteria included free-flap breast reconstruction with concurrent IM node biopsy. Data were analyzed for incidence of IM node biopsy and nodal positivity. Ten studies met inclusion criteria, with a total of 2055 patients and 717 nodes submitted to pathology. Incidence of IM positivity ranged approximately from 1% to 11%, for a calculated gross overall incidence of 2.9%. Of 59 patients with a positive IM node, 50 patients received additional adjuvant therapy, with insufficient data to determine the effect of treatment on survival.
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.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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