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
Abstract Peripheral nerve injuries often result in incomplete regeneration and significant functional impairments, necessitating innovative approaches for effective repair. This review explores recent advancements in bioengineered in vitro models with the potential to aid in the development of peripheral nerve regeneration therapies; while, reducing reliance on animal models. The potential of 2D and 3D bioengineered platforms ranging from patterned cell cultures and hydrogels to fibrous scaffolds and microfluidic systems is critically assessed, highlighting how these systems replicate the complex cellular and biochemical environments essential for nerve repair. In addition, the challenges associated with these models, such as balancing complexity with throughput, and the need for scalable solutions that can be translated into clinical settings are discussed. Finally, future perspectives on the field are provided, advocating for the use of advanced technologies to develop next‐generation nerve repair models with enhanced precision and clinical applicability.
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) | 0.000 | 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 it