The Basal Phenotype of BRCA1-Related Breast Cancer: Past, Present and Future
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
Many BRCA1-related tumors have a distinct histological characteristics which together have been called "basal-like." Typically such tumors are ER-, HER2- and express cytokeratin 5/6, cytokeratin 8/18, EGFR and vimentin. These characteristics can be used to predict which breast cancers are most likely to be associated with germline BRCA1 mutations which has important implications for breast pathologists. Moreover, BRCA1-related breast cancers generally have a poorer prognosis which may paradoxically be more pronounced in node negative cancers. This may relate in part to a different pattern of metastatic spread with in increased frequency of brain and lung metastases in BRCA1 carriers. Conversely, BRCA1-related tumors may respond better to neoadjuvant chemotherapy and their characteristic molecular signature may provide opportunities to develop specific molecular targeted therapies akin to traztuzumab in HER2+ cancers. Finally, many of the phenotypic features of BRCA1-related tumors might also be found in putative breast stem cells and therefore characterization of the BRCA1 breast cancer phenotype will improve our understanding of sporadic breast carcinogenesis.
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 | 0.000 | 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