Bibliographic record
Abstract
Short interfering RNAs, or siRNAs, belong to a class of RNA species which play a role in both cellular defence and gene regulation. siRNAs are members of a larger RNA interference pathway found within cells and are involved in the degradation of RNAs which possess complementarity to specific target sequences. This property has given siRNA technology the potential to become a powerful new tool for a wide variety of disciplines, ranging from the design of novel anti-cancer agents to agricultural applications. The following review outlines novel delivery systems that can be used for applied siRNA technologies. Improved delivery systems for the cellular uptake of siRNAs using both viral expression vectors and nanoliposomal particles are discussed. New therapeutics that can be used to combat human disease and agricultural applications of siRNA technologies are also described. This review attempts to pave the way for future innovations based upon RNA interference in medicine and agriculture. Keywords: siRNA, nanocarrier, lentiviral vector, delivery vehicle, RNA interference, siRNA Conjugates, virus expression vectors, Nonviral Nanocarrier Systems, VEGFR, neurodegenerative diseases
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) | 0.000 | 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".