Less Is More: Developments in Nanotechnology for Antirestenosis Therapies
Bibliographic record
Abstract
Despite recent advancements in vascular disease treatments, thrombosis and poor long-term vessel patency remain significant barriers to effective endovascular intervention. Current balloon angioplasty and stenting techniques effectively restore acute blood flow in occluded vessels but have persistent limitations. Damage to the arterial endothelium caused by injury during catheter tracking triggers neointimal hyperplasia and the release of proinflammatory factors leading to increased risk of thrombosis and restenosis. Antirestenotic agents commonly delivered on angioplasty balloons and stents have lowered arterial restenosis rates, but the absence of cell type selectivity significantly delays critical endothelium repair. Targeted delivery of biomolecular therapeutics, coupled with engineered nanoscale excipients, has the potential to redefine cardiovascular interventions by improving long-term efficacy, limiting off-target effects, and reducing costs compared with conventional clinical standards of care. This review analyzes current forms of localized vascular drug delivery, emerging nanoscale therapeutic and excipient strategies, and provides recommendations for future areas of study to advance the treatment of vascular disease through innovations in nanotechnology.
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) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".