Creating 35 mm camera active pixel sensors
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
A 36/spl times/24 mm active pixel sensor imaging area device is studied which would be ideal for use with standard 35 mm cameras. By applying multichip methods to active pixel sensors, the 39/spl times/30 mm system contains on board all the control circuitry and A/D converters, so the system outputs digital data. The large area requires a redundancy of design for a high yield. This starts with the active pixel cell, which able to withstand several defects and still be repairable, which CCD cells are not. The whole system is targeted at preventing bad rows or columns. By using spares in the row and column circuitry, as well as spare A/D converters the chip yield is only limited by a relatively small logic and control block. With repairs the yield of this 11.7 sq. cm system goes from almost nil to more than 80%-93% with modest defect densities of 1.5 to 0.5 per sq. cm. By being a retrofit for current 35 mm cameras, and having larger photodiode pixels than current APS's this CMOS device would be nearly as sensitive as CCD's but at much lower production costs and much higher yields.
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 | 0.000 | 0.000 |
| 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