A Web-Services Framework for 1451 Sensor Networks
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
The following paper provides an architectural proposal and integrate common Web-services methodologies (XML based messaging, XML based transformation tools, Web-service tools and platforms) in order to facilitate the development of a Web-services based 1451.1 NCAP information model. A distinct separation exists within the 1451.1 NCAP model based on an internal service structure (characterized as internal methods/functions for representation of the 1451.1 object-oriented models) and an external service structure (characterized as 1451 standards based interfaces to transducer components and external network communications). Network visible operations, such as publishing sensory data-readings, are facilitated via a Web-services communication platform, based on WSDL interfaces and WS-eventing services bound to the SOAP protocol. This work entails in the development of a software/Web-services based tool which can expose internal NCAP function-block operations/methods as network visible operations to a remote HMI. The NCAP's data-model is modelled via an XML data representation which complies with the integrity of the proposed IEEE 1451.1 standard's object-oriented model
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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