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
A new method has been developed for determining stresses and pipe ovality that may result from external and internal pressures as well as from the stiffness of a composite steel-concrete wall. The method also determines allowable external pressure for concrete-coated pipe to withstand collapse. Determining the effect of concrete coating on the allowable external pressure may allow reduction of pipe W.T. of, in some cases, up to 50%. The proposed method is based on buckling (collapse) criteria for pipe to be laid in deep water and utilizes a standard calculation procedure for bare steel pipe that accounts for the stiffness of the composite wall. The issue of pipe collapse from external hydrostatic pressure is very important for a pipeline laid in deep water, specifically for a large-diameter pipeline. Frequently, the design W.T. of an offshore pipeline is governed by local buckling criteria rather than hoop stress criteria.
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 | 0.000 |
| 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) | 0.999 | 0.998 |
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