Bibliographic record
Abstract
Eyeball Video Communications Platform (VCP) provides a comprehensive solution for video communications, instant messaging, remote collaboration and application development. Eyeball VCP supports one-to-one and many-to-many video communications and collaboration utilizing peer-to-peer data transport without employing any reflector service. This structure is not only cost effective but also provides minimal delay. Eyeball VCP is based on two key technologies: Eyeball Any-Bandwidth Technology and Eyeball Any-Firewall Technology . Eyeball Any-Bandwidth Technology guarantees the best possible audio-video quality for broadband, narrowband and wireless connections. Eyeball Any-Firewall Technology ensures that media can pass through both corporate and personal firewalls with minimal configuration without compromising security. Eyeball VCP is targeted for the following markets: application developers, Internet and communications service providers, and the medium and large enterprises. Eyeball VCP won several industry awards including Best of Show Award in Internet World, Product of the Year from the Communications ASP Magazine and The Editor's Choice Award from the Internet Telephony Magazine.
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 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.001 | 0.001 |
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".