Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Contents Calluna vulgaris bud-flowering (Knospenblüher) clones D. EVERETT : Bulletin – the first fifty years K. INMAN : Growing double-flowered heathers K. KRAMER : Development of heather production in Germany, particularly Calluna vulgaris: from wild heather to a commercial ornamental plant 15 D. MACKAY : The use of heathers in Scottish clan badges H. FUNK : Calluna vulgaris in German Holzbibliotheken (“wood libraries”) from the turn of the nineteenth century E. M. WULFF : The naturalized heathers of Newfoundland M. HALL : “Best of Both Worlds” – my garden design H. FUNK : Heather honey and white-blossomed Calluna in Hieronymus Bock’s herbal (1546) L. JUDSON : The Peace Garden at the Muslim Burial Ground in Woking, Surrey E. Scott Perth heather collections with a difference M. H. HANCOCK : Heather primacy disrupted: fire, cattle and extreme weather in an ancient Caledonian pinewood Proceedings of the Heather Society 2016 Awards of Honour 45th Heather Society Gathering 9–12 September 2016 Recent publication Supplement XVII (2017) 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.
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 | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.062 | 0.009 |
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 it