Magnetic Therapeutic Delivery Using Navigable Agents
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
For treating cancer in particular, therapeutic agents have evolved in complexity in an effort to enhance targeting efficacy. So far, efforts towards the synthesis alone of new therapeutics have attracted most attention. However, present cancer treatments frequently fail because of severe side effects related to the fact that the drug accumulates in insufficient concentration at the tumor site, while being distributed over healthy tissues and organs. More recently, advanced engineering principles have been considered for the development of platforms and drug-loaded vehicles to deliver payloads to the area to be treated by navigating them using the most direct route in order to improve tumor killing effects while minimizing toxic side effects caused by drug activity in nontargeted regions. If the introduction of engineering and principles of robotics to provide complementary techniques in targeted cancer therapy prove to be beneficial, it could influence future delivery methods and the synthesis of therapeutic carriers.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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