Flexural capacity of stainless-steel reinforced-concrete elements
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
Stainless steel (SS) is increasingly utilized in construction due to its robust strength and exceptional corrosion resistance. However, the lack of a defined yield point for SS introduces challenges in accurately calculating the moment of resistance for SS-reinforced concrete (RC) sections. To tackle this issue, a combined experimental-numerical study was conducted to pinpoint the stress in SS rebars that correlates with the moment of resistance of SS RC sections. This study tested four beams and four columns using two types of stainless steel: Austenitic (316 LN) and Duplex (2205). Following the experimental phase, a sectional analysis model was developed, validated through experimentation, and employed in a detailed parametric study. This research led to the creation of formulas that enable engineers to predict the moment of resistance for SS RC sections more precisely than current methods allow.
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 | 0.001 | 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 | 0.000 | 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