MSM: A Middleware Architecture for Enhancing Interaction with Mobile Services
Bibliographic record
Abstract
Mobile services are wireless computing applications and services that can be either pushed to user's handheld wireless devices or downloaded and installed, over the air, on handheld wireless devices. While there are several discovery protocols available, most of them do not address the issue of interacting with downloadable services. In other words, once a service has been discovered and selected to be used, how do users interact with such a service? The worst possible scenario is when a user pays for a service that is unusable, possibly because the device is not capable of running the service. In this paper, we present the mobile service manager (MSM) middleware architecture that enables multiple interaction models suitable for mobile devices, and discuss its components. We argue that supported interaction models should be specified in the service advertisement, and we propose an extension to the Web service description language (WSDL) for describing services and their supported interaction models.
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How this classification was reachedexpand
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 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".