Curatorial Report #108: List of Fish found in the Freshwaters of Nova Scotia
Bibliographic record
Abstract
Full title: List of Fish found in the Freshwaters of Nova Scotia A review of Common Names and the taxonomy applied to these species with synonyms used in the literature relating to Nova Scotia, including Mi’kmaw names for fish Abstract: Of the 58 species of freshwater and brackish water fish historically reported from Nova Scotia waters most have undergone some form of nominal revision. This document summarizes names (both scientific and common) for these species, including those which are, in a strict sense, synonyms as well as those which may have been used commonly or possibly erroneously in the past. The document includes English, French and Mi’kmaw names. In many earlier publications, names for similar European species had been applied to this fauna as a matter of course. Due to the broad historical interest in this groups of animals both in the public as well as scientific communities, the literature reviewed encompasses a substantial portion of North-East North America. This document also serves as a bibliographic summary of much of the earlier literature relating to Nova Scotia fish fauna.
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 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 | 0.001 | 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) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".