Arran Back Cove Community Fishers Device Set Deployed at CF542 (MAMKA-7) on 2024-09-18 13:17:52 Down Cast
Bibliographic record
Abstract
The Community Fishers Device Set was deployed on 2024-09-18 13:17:52 to 2024-09-18 13:18:15 at Arran Back Cove at station CF542 (MAMKA-7). Arran Back Cove is a sheltered inlet located within the Bay of d'Espoir on the south coast of Newfoundland, Canada. This cove lies to the rear or inland side of Arran Cove. The dataset includes oceanographic data collected at various depths in the water column by a suite of instruments, during a single profiling deployment known as a 'cast'. A Community Fishers Instrument Set typically includes a CTD (Conductivity, Temperature, and Depth), oxygen sensor(s), fluorometer(s), and a tablet used for GPS and data transfer via the ONC-developed Community Fishers app. This cast was collected with the Community Fishers Set 026. This cast was supported by Ocean Networks Canada Society, custodian, Ocean Networks Canada Society, distributor, MAMKA, owner. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.039 | 0.056 |
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 source (direct Gemma or distilled Codex), 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".