15th International Symposium on Aquatic Oligochaeta
Bibliographic record
Abstract
This volume is the proceedings for the 15th International Symposium on Aquatic Oligochaeta (ISAO15), held in Brussels, Belgium, from the 19th to 24th of September 2022. Since the first ISAO meeting was hosted by Ralph Brinkhurst in Sidney, British Columbia, Canada in 1979, our meetings have been held without interruption every three years. Just as the years seemed to be passing peacefully and our 15th ISAO was slowly coming together, the SARS-Cov-2 epidemic came suddenly into our lives, causing a complete disruption in our way of life. Although our 15th triennial symposium had originally been scheduled to convene in September 2021, we were only able to meet after going through this ordeal, four long years after our last symposium in Hirosaki, Japan, in September 2018, which was a great moment for all those who attended. Although the virus was losing the battle or, waning, it still retained some medical challenges along with cultural and financial restrictions that prevented some of our colleagues from several countries from joining us.
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 | 0.000 | 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) | 0.000 | 0.003 |
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".