Definition and consequences of locally advanced breast cancer
Bibliographic record
Abstract
PURPOSE OF REVIEW: Locally advanced breast cancer (LABC) represents the most advanced stage breast cancer that is still potentially curable with surgery, radiation, and systemic therapy. The purpose of this review is to discuss LABC in the context of modern practice with a focus on its definition and potential consequences. RECENT FINDINGS: There is no one encompassing definition for this disease, but in general cancers of the breast are considered to be locally advanced if they are large and/or have infiltrated into adjacent tissues (the overlying skin or underlying muscles) and/or are found to have extensive locoregional lymph node involvement. It is not surprising, therefore, that LABC can cause significant morbidity and mortality. SUMMARY: Recent advances in our understanding of the biology of breast cancer have made it clear that LABC does not represent a single clinical entity but rather a heterogeneous group of breast tumors that share a common theme of extensive locoregional spread without overt evidence of distant metastatic disease. Despite advances in breast cancer screening and treatment LABC remains a significant global healthcare issue.
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 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".