Sub-Carrier/Sub-Channel Allocation in OFDMA 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
OFDM has become the multicarrier transmission technique of choice in broadband transmission over wireless channels. This has been adopted for several wireless access technologies including IEEE 802.11a/g, IEEE 802.16, Digital Video Broadcasting (DVB), and Digital Audio Broadcasting (DAB). What makes OFDM an interesting choice for next generation broadband wireless transmission is its ability in combating frequency selective fading. Instead of transmitting digital symbols sequentially over a single wideband channel, OFDM divides the channel into many narrowband sub-channels or sub-carriers and then simultaneously transmits digital symbols in parallel over these sub-carriers. A transmitted digital symbol over a sub-carrier then experiences a flat fading channel.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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