Sustainable Serviceability of Structural Concrete
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
<p>Long-term deflection of concrete grids is predicted by iterative application of elastic analysis. The grid consists of short elements of prestressed concrete beams. The procedure applies to floors and bridge decks, including irregular solid slabs with beams or drop panels. The grid is assumed horizontal and is subjected to gravity loads and prestressing forces. The displacements are considered at five degrees-of- freedom: two translations and two rotations about horizontal cartesian axes and a downward deflection. The effects of cracking, creep and shrinkage of concrete and relaxation of prestressed reinforcement are analyzed by equilibrium and compatibility equations, avoiding the use of empirical multipliers. The analysis considers the effect on serviceability of cracking induced by construction loads at early age of concrete.</p>
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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