Bibliographic record
Abstract
The human cochlear maps, a liquid-filled helical channel in the temporal bone, are studied. An unrolled profile of that channel is considered and modified human cochlear maps axe reproduced. It is found that at high frequency and low sound-pressure level (SPL), the active basilar-membrane (BM) oscillation velocity peak can be much higher and sharper than the just described passive peak. The maximal power that healthy outer hair cells (OHC) can feed into cochlear traveling waves is so small that its influence on the place of maximal BM oscillation velocity is negligible at SPL ≮ 100dB, which is above 100 dB the BM oscillation velocity peak is close to the passive peak even in a healthy cochlea. The results also show that the IOC resonator enables the outer hair cells to feed energy into cochlear traveling waves and thus to give rise to the active BM oscillation velocity peak.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".