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
Bluetooth is currently being integrated into many different types of cellphones and other portable devices. Future access networks can use this connectivity to provide real-time voice services in public places such as airports, convention centers and shopping malls. To obtain good statistical performance a large number of potential Bluetooth voice links would he provided throughout the desired coverage area. In the results presented we show that Bluetooth SCO voice links are inadequate for this purpose. Unfortunately, when coverage is such that significant Bluetooth base station and link sharing is possible. SCO packet loss rates are unacceptable. The alternative is to operate such a network using voice over Bluetooth ACL links (VoACL). and a simple VoACL scheme is proposed and investigated. A finite windowed loss rate model is also proposed and is used to characterize these designs. Analytic and simulation models show that VoACL can result in acceptable voice packet loss performance compared with SCO voice designs and that the call blocking rate is about the same between the ACL and SCU systems.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.002 |
| 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