Virtual socket architecture for Internet access using Mobitex
Bibliographic record
Abstract
Mobitex, first emerged from Ericsson, is a cost effective and efficient packet-switched network. Its worldwide deployment and pure data network nature makes it a suitable infrastructure for wireless Internet access. Since the Internet is predominated by Internet communication protocol stack (e.g. TCP/IP, UDP/IP), these protocols should be used extensively in wireless environment to achieve wireless Internet access. Unfortunately, most of the wireless terminals in the real world, especially resource-constrained wireless terminals are unable to comprehend any existent Internet communication protocol. Due to the lack of the universal APIs and protocol standards, the challenge is how to integrate these wireless terminals into global Internet. A virtual socket architecture (VSA), which is a client gate-way-server oriented approach for wireless Internet access in wireless WAN (Mobitex) environment, is proposed. This approach uses gateway to separate the management of the behaviorally different wired and wireless worlds and to provide the wireless terminal with an access point to the Internet. It also allows the use of a lightweight protocol stack with a set of virtual socket interface on the wireless terminal, and keeps the entire Internet communication infrastructure within gateway. A specially designed protocol is applied for the wireless link to manage the bi-directional transmission of the socket operation requests and results. Based on this idea, this approach could eventually achieve the goals of making resource-constrained wireless terminals access Internet and seamless integration wireless terminals into Internet without changing the existent Internet communication protocol stack implementations and applications in the wired networks.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".