Evaluation of percutaneous vacuum assisted intact specimen breast biopsy device for ultrasound visualized breast lesions: Upstage rates and long term follow-up for high risk lesions and DCIS
Bibliographic record
Abstract
OBJECTIVE: device was assessed for upstaging and subsequent malignancy at the biopsy site. METHODS: Breast Lesion Excision System, between July 2007 and August 2014, were reviewed. All non-concordant lesions (0.8%), DCIS (1.7%) and invasive cancers (9.8%) were surgically excised. Excision was recommended for all high risk lesions (13.0%). The upstage rate to DCIS or invasive cancer was determined. All patients were followed for a median of 66 months (24-96 months) with serial imaging and exams to determine the incidence of re-biopsy, or malignancy at the original biopsy site. RESULTS: 23 of 61 high risk lesions (37.5%) were not excised, but observed for a median of 66 months. None required re-biopsy. One atypical lesion was upstaged to DCIS on excision. No patient was diagnosed with malignancy at or near the original biopsy site during follow-up. Overall upstage rate was 1.2%. CONCLUSIONS: biopsy.
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 | 0.002 | 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 | 0.001 | 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".