Molding: Liquid Composite Molding ( <scp>LCM</scp> )
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 Since many years, liquid composite molding (LCM) processes represent a well‐established class of manufacturing techniques for the fabrication of semistructural and structural fiber‐reinforced composite parts. All LCM variants share the same basic principle: arbitrary fiber reinforcement is placed in a mold. After closing, a liquid resin is injected. The part is then cured and demolded. LCM technology is mainly used to manufacture thermoset composites, but it can also be applied to thermoplastic composites. This article describes the main features of LCM technologies. Process variants are introduced, and main processing steps are illustrated using the example of the resin transfer molding (RTM) process. Particular attention is devoted to the mathematical description of the resin flow through fibrous preforms. Further technological aspects such as material selection criteria, mold design, and processing equipment are also considered.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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