Bibliographic record
Abstract
Contents GERALDINE GARDINER : Ericas of Hermanus: spectacular and sticky. LIZZIE JUDSON : Conservation on Horsell Common. Some memories of The Heather Society BLAIR FRY : New River Beach, New Brunswick, Canada. JOHN F. WRIGHT : Slime mould on heather in Dorset DAPHNE EVERETT : Heather nurseries: then and now. RICHARD CANOVAN : Winter death of Calluna vulgaris. DONALD MACKAY : The Calluna died – the Erica lived. JOHN GRIFFITHS : Blue Heathers revisited – some observations on the effect of iron sulphate on the colour of Erica cinerea flowers. The affiliated societies and their histories. D. EVERETT & E. C. NELSON : Allen Hall (1934-2012). The Heather Society’s Proceedings 2012 41st Annual Gathering, Falmouth, Cornwall, 7–9 September 2012. Supplement XIII (2013) to International register of heather names.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.753 | 0.464 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".