Transmission strategies for high-speed access over Category-7A copper wiring
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
This paper focuses on conceptual designs and demonstration of beyond 10G transmission systems for distribution of digital signals over standard Category-7A copper cable, which is an enhanced version of Category 7 cable. Although the actual implementation might not be feasible at the time of writing of this paper due to technology limitations and high production costs, we have been trying to address the technical feasibility, limitations and design of a system in a framework leading to a practical implementation in a not too distant future with the ever increasing speed of technology advances. We have demonstrated that a data rate up to 40Gbps over 100m of CAT-7A is feasible with reasonable complexity. Developing 100Gb/s over 100m balanced cabling is going to be very challenging. To optimize costs, while ensuring robust and reliable performance over 100 meters and through four connections, Category 8 cabling is the most likely choice to support the emerging IEEE 100GBASE-T application. The results of our investigations indicate that 100Gbps transmission is possible over 50m of such a cable.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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