The Flagstone V.13:No.6 [June 2008]
Bibliographic record
Abstract
Environmental farm plan / Jane Guest -- Time pieces / Flagstone research department -- Trustee notebook / Louise Bell -- Bugs 'r us: non-toxic lawn care / Peter Thomsen -- Rideshare / Herb Jones -- DIRCS Community Hall report / Boyd MacKean -- Celebrating our own (Arts Denman) / Carole Vosburgh -- Profile of the month: Roxanna Mandryk / Cindy Critchley -- Letters -- OCP News / David Graham and Louise Bell -- Denman Island weather retrospective for April 2008 / Keith Walker -- Rock the boat day: ferry protest / Denise MacKean -- Denman Island Arts Centre June and July workshops -- Playmate of the month / Norma Rejall -- Home hazard handy hints / Edi Johnston -- Denman Seniors and Museum Society: a snapshot of the organization / Christine Oliver -- Denman Island Readers and Writers Festival -- Book review: Damage done by the storm, by Jack Hodgins / Claire King -- Book review: Radiance, by Shaena Lambert / Danni Crenna -- Emma Beaton and Celtic Chaos band / Joyce Beaton -- Roots of empathy / Edward Kruk -- Gourmet by Sally Rae: icing on the cake / Sally Dyck -- Bird notes / Patrick Fawkes -- Soldier child: on hearing of the death of the 77th Canadian soldier in Afghanistan / Bill Engleson -- Denman Island Summer Art Gallery / Claire King -- Spring swing fling / Lee Andra Jacobs -- Denman Conservancy hosts swing dancers from Vancouver: Lily Harned and her dance partner John Kirconnell -- Denman critter profile of the month: Townsend's warbler, our Zorro bird, one of those neo-tropical migrants / Jenny Balke -- Local bellydancer and drummer off to Somerset, New Jersey to perform / Sheelagh Mackenzie -- Young animal lovers unite / Fireweed -- Community events listings
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.016 | 0.010 |
| Insufficient payload (model declined to judge) | 0.077 | 0.028 |
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 source (direct Gemma or distilled Codex), 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".