NSIS: List of marine benthic algae from Magdalen Islands, Quebec as recorded in 1979
Bibliographic record
Abstract
This resource contains a list of marine benthic algae from Iles de la Madeleine, Quebec as published in 1979 (Seve et al). This resource contains species identified by De Seve et al )(1978) and Cardinal (1967a, 1968). These works were previously published in uncirculated reports. Sampling took place in the Iles de la Madeleine archipelago, a group of islands located on the Magdalen Shallows near the centre of the Gulf of St. Lawrence, an inland sea in the Northwest Atlantic. The islands have long sand bars enclosing several lagoons, some of which have channels open to the sea (Tiphane 1976). Benthic samples were collected by divers (De Seve et al 1978) and samples collected by dredges as part of the l’Akpatok expedition in 1966 (Cardinal 1967d, 1968). The location, month and depth of sampling is also recorded.
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 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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.017 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.082 | 0.035 |
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".