Small Vessels of Opportunity Collections off Tofino, BC
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
© Sa majest6 la reine, repr6sentde par le ministre de la Ddfense nationale, 20()6 This memorandum addresses DRDC Ottawa design, experimentation, and data collection components in the CoCoNaut airborne Synthetic Aperture Radar (SAR) trial conducted off Vancouver Island, BC, 15 September- 4 October, 2004, in conjunction with a Cana-dian Space Agency (CSA) deployment. Several controlled ships (commercial, military and Coast Guard) and land-based vehicles were instrumented as targets for polarimetric SAR (PoISAR) and Moving Target Indication (MTI) data acquisitions. C-band SAR imagery was collected using the sensor on Environment Canada's CV-580 platform, with a radar calibration site was established at the Tofino Airport (CYAZ). Ground-truthing for targets of opportunity was highly desired and supporting efforts made to iden-tify them through contact tracking and photography, employing CP-140 maritime patrol aircraft, aerial creel survey flights, Marine Communications and Traffic Service, contracted aerial photography flights, and the Recognized Maritime Picture (RMP). Twenty lines of PoISAR data were collected, each covering a wide swath containing mar-
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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