Service-oriented architecture for mobile applications
Why this work is in the frame
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Bibliographic record
Abstract
Mobile phones are becoming a new popular platform for business applications. The number of mobile users increases daily and so does the need for efficient mobile data access and management. However, a traditional approach to business application and database design is not suitable for mobile devices because of the limited memory and connection bandwidth. This paper presents a novel lightweight mobile SOA-based architecture for business applications running on J2ME enabled devices such as cell phones. The paper includes position statement based on our experience and describes a first prototype implementation of the architecture. Some important features of our design are: using the knowledge of business processes to minimize data transferred to and stored on the device; pro-active data loading; allowing applications to fully function in a disconnected mode. The above architecture results in a lightweight framework, which can be used in order to develop a wide spectrum of business-oriented mobile applications.
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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 it