Time to rethink vascular access in patients with breast cancer
Bibliographic record
Abstract
Breast cancer management is a rapidly evolving field. Diagnosis and treatment options have changed dramatically over the years, as have options for vascular access devices used to administer therapies. We now need to critically rethink vascular access device options for our breast cancer patients. Breast cancer (BC) is the most commonly diagnosed cancer among Canadian women. Although BC incidence continues to rise, the overall mortality rate in Canada is the lowest it has been for 70 years. The five-year net survival is 87%, and 83% of women are alive at 10 years. New oral therapies, shorter dose-dense treatments, and decreased use of anthracycline-base regimens are reducing the need for central venous access devices during acute treatment phases. However, these survivors go on to develop other health issues requiring routine venipuncture and insertion of vascular access devices. Breast cancer-related lymphedema (BCRL) is a chronic complication that has no cure and no proven prevention strategies. Approximately 21% of breast cancer survivors are at risk of developing BCRL. Of those patients who do develop BCRL, 70% do so within two years of surgery, 90% within three years, and another one percent per year thereafter. The literature supports axillary lymph node dissection, mastectomy, administration of chemotherapy or radiotherapy, and obesity, as risk factors for the development of BCRL. However, 40% of patients who develop BCRL have no identifiable risk factors. Broader risk reduction strategies developed are not evidence based, the most commonly cited being avoidance of needle sticks. Large cohort studies have found no significant association between blood draws and intravenous infusion in the surgical arm with the development of BCRL. Recommendations that effectively eliminate vascular access on the surgical side for the patient's entire lifetime are neither necessary nor realistic. Vascular access specialists can provide leadership by developing standardized, evidence-informed recommendations for safe vascular access and infusion practices for this patient population.
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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) | 0.000 | 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 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".