New cooperation to produce tuition for local schools in Arktikum & Pilke
Bibliographic record
Abstract
Cool Libraries in a Melting World"12 essential to keep asking users what they actually want in order to plan strategically and counter sometimes ill-informed senior management opinions.Everyone needs to raise the profile of their libraries -they are just as important to science as the logistics supporting field operations but are never as well funded or defended.Think of the libraries as the logistic infrastructure for knowledge!And everyone agreed that the title of librarian was an important indication of brand -knowledge purveyor simply was not adequate!This Colloquy was, as usual, a delightful mix of people, ideas and contributions in an informal and friendly atmosphere.It was sad to have to record the death of one of the founders of the Colloquy -Nita Cooke -but we were reminded of just how much has been done since those early days in 1971.This time our special thanks go to Marcel for all his efforts and especially for dispelling the rumour that it always rains in Bremerhaven
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) | 0.002 | 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".