Diatoms and databases: a short review
Bibliographic record
Abstract
It is becoming increasing obvious that the transmission of information is crucial in the global scientific context. One only has to link of the consultation of type specimens from a diatom herbarium or the verification of an identification through electronic consultation of a photographic library. Computerized databases on diatoms could become indispensable tools supporting taxonomic uniformity. We are highlighting some advance in the field of electronic archiving diatom information and this should be regarded only as a short review. Examples are taken from various countries who have created electronic databases on diatoms. At the beginning of this new millennium, we will assist in a proliferation of websites devoted to diatom research. If we work together, we can develop the basis for a new era of research in diatomology, accord greater importance to computerizing the databases and ensuring their transmissibility to our colleagues all over the world. / Il devient de plus en plus évident que la transmission d'information est primordiale dans le contexte scientifique global. Il suffit de penser tout simplement à la consultation des spécimens types d'herbier de diatomées ou encore à la vérification d'une identification par la consultation d'une photothèque par voie électronique. Des bases informatisées sur les diatomées peuvent devenir des outils indispensables permettant de supporter une uniformité taxonomique. Cet article se veut une brève revue des bases de données existantes sur les diatomées et, pour cette raison, nous avons surtout mis en évidence les récents avancements technologiques dans le domaine de l'archivage électronique des données sur les diatomées. Des exemples ont été puisés dans divers pays qui ont créé de telles bases de données électroniques sur les diatomées. A l'aube de ce nouveau millénaire, nous allons assister à une prolifération de sites électroniques voués aux diatomées. En travaillant ensemble, il nous sera possible d'élaborer les fondements d'une nouvelle ère de recherche en diatomologie, d'accorder une part plus importante à l'informatisation des bases de données et d'en assurer la transmissibilité auprès de nos collègues du monde entier.
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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 | 0.009 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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".