Open and Secure Communication - EDI is not enough
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
From the 1994 CAIS Conference:The Information Industry in TransitionMcGill University, Montreal, Quebec. May 25 - 27, 1994.Information is becoming an important production factor. Businesses are being forced to communicate and exchange information with each other because of market pressures such as increased competition, the internationalization of markets, and specialization of production processes. To survive, businesses must streamline both in-house and external communications while at the same time ensuring the quality, timeliness, and availability of information. Information Technology (IT), in the form of open office communication systems, provides a means for supporting this exchange of information. These systems provide a means for hardware- and software-independent communications within the organization as well as communication between organizations. Organizations depend on both the availability of information and the use of IT system. Together called as the electronic information interchange. Since information is primarily represented in the form of documents, open office communication relies on the use of document standards. This paper examines document standards focusing on the difference between loosely and highly structured information exchange and also the role of security which is an important issue for organizations depending on open eletronic information exchange.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.010 | 0.082 |
| Open science | 0.007 | 0.004 |
| 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