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
The field programmable digital signal processor (FPDSP) architecture is intended to allow application specific DSP filtering at moderate sample rates where the ability to rapidly modify the filter characteristics can be used to an advantage. Applications that the FPDSP will be best suited for are rapid prototyping of filters, audio applications, and to evaluate the potential advantages of run-time reconfiguration. The system architecture is based on an input pipelined least significant bit first bit-serial two's complement arithmetic. It performs digital signal processing by using programmable bit-serial signal processing units and programmable interconnect. The bit-serial processing units implement simple arithmetic operations: summation, multiplication and division by powers of two, and multiplication by negative one. The programmable unit also has variable bit-delays to time-align bit-serial words and also generates the control signals for the arithmetic operations internally. By combining the functions of these programmable units, a 2nd order recursive filter has been built and tested to verify the functionality of the FPDSP.
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.
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 | 0.001 | 0.002 |
| Open science | 0.000 | 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