Repair of thermoplastic composites: an overview
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
An extensive review of literature is conducted to present the evolution of the field of repair \nof thermoplastic composites (TPC’s) from when it was first mentioned in 1980. The TPC \nmaterials used today in aerospace structures are introduced along with the existing chal- \nlenges to repair TPC structures. The three most promising fusion bonding techniques to \naddress these challenges (i.e. induction, resistance, and ultrasonic welding) are explained. \nThe certification authorities have extensive knowledge and data for repair of thermoset poly- \nmer matrix composite structures. However, such level of knowledge is highly limited for TPC \nstructures. A lack of robust processes and the overall lack of data on TPC’s when compared \nto their thermoset counterparts are challenges that need to be addressed to implement TPC \nmaterials in aircraft structures.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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