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
As mobile devices become more pervasive they will emerge as a standard platform for hosting Web service clients. Unlike their "static" counterparts, mobile devices are typically connected via a wireless network forcing them to deal with constrained bandwidth and the sudden loss of connectivity. This paper focuses on the use of caching SOAP request-response pairs in order to compensate for fluctuating bandwidth and loss of connectivity. We introduce the concept of embedded SOAP caching, highlighting the need for meta-data as a means to support it. A novel SOAP cache (CRISP) that can be embedded into the application or used as an independent proxy-cache is presented and evaluated under various loads and settings. The evaluation of CRISP shows that caching of SOAP traffic is not only an effective means to compensate for loss of connectivity but also enables reducing network loads which is particularly interesting when dealing with bandwidth constraint wireless connections.
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) | 0.000 | 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