Bibliographic record
Abstract
In the perception of gaits, timing is everything; specifi-cally, the relative timing of the individual motions in a gait, and when events occur periodically, as they do in a gait,then relative timing is equivalent to phase. The importance of phase in gaits appears in the medical, psychology, andcomputer vision literature. The video phase locked loop (vPLL) [3] is a novel sys-tem that perceives gaits, is sensitive to the phases of the component motions of the gait, and is model-free. vPLLsprovide a mechanism to perform two critical tasks in gait perception: frequency entrainment and phase locking [1].A vPLL can lock on oscillations in pixels that arise because of oscillatory motion. In doing so, the vPLL matches its in-ternal oscillators to the oscillations in pixel intensities, thus performing frequency entrainment. Phase locking occursas individual phased-locked loops at each pixel site lock simultaneously. The abundance of data extracted by the vPLLmakes gait recognition possible.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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".