Bibliographic record
Abstract
Enterprise software is being transformed from an installed product to a hosted service whereby customers pay a subscription fee to access functionality using a Web browser or other clients. The service-oriented architecture (SOA) and Web services will play a key role in driving the vision of software as a service (SaaS). As the number of services and users grow, there is a need for a trusted service broker to manage services offered by service providers and subscribed customers. In this paper we propose a trusted service broker for SaaS applications. In addition to a business model, one of the novel features of this broker is an environment for an Internet desktop that allows users to login and use the applications at anytime from anywhere as long as they have a computer and an Internet connection. This model has a very close resemblance to the old thin client model and the old mainframe setups where the terminals really didn't need to have any special CPU power or mass storage capacity. A proof of concept implementation is discussed; it enables users to have an integrated set of applications that closely reflect their business process or the tasks they are trying to accomplish.
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.
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".