Pull-out of Basalt Fibre Pellets from Cementitious Composites
Bibliographic record
Abstract
This study focuses on the pull-out of basalt fibre pellets [BFP] (macro-fibre) from nano-modified (nano-silica, NS) cementitious matrices without/with micro-fibres (polyvinyl alcohol, PVA). BFP is a new form of basalt fibre strands encapsulated by a polyamide resin, with textured micro-grooves. Experimental and modelling studies were conducted to determine the BFP interfacial bonding with different cementitious matrices. The lowest BFP interfacial bond strength and de-bonding energy were observed for the reference slag-based cementitious matrix. Comparatively, using NS and PVA fibres in the cementitious composites led to noticeable enhancement of bonding with BFP, which suggests their promising potential for field applications.
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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".