The Flagstone V.14:No.8 [August 2009]
Bibliographic record
Abstract
Birth of a vineyard / Jane Guest -- DICES community programs profile after-school programs / Patricia O'Connell -- Islands Trust trustee notebook / David Graham -- Denman Community Land Trust Association -- Denman Island Recreation Commission Society: Community Hall report for July 2009 / Boyd MacKean -- Island animal friends: Louie the cat / Sandra Puga -- Profile of the month: Marjo van Tooren / Wendy Stewart -- Letters -- Economic enhancement on Denman Island / DICEEC Committee -- Roger Baird, Miles Black and Scott White to play Denman Hall -- This month at the Denman Island Arts Centre we give you the opportunity to awaken your voice and imagination -- Denman Island Marine Stewardship Committee / Patrick McLaughlin -- The park ploy / Ron Sakolsky -- Summertime bugs and broom / Peter Lin -- Book review: slow death by rubber duck, how the toxic chemistry of everyday life affects our health, by Rick Smith and Bruce Lourie / Carol Freeman -- Denman Island weather retrospective for June 2009 / Keith Walker -- War blur: on the sad occasion of the 117th death of a member of the Canadian Armed Forces in Afghanistan / Bill Engleson -- Notes from a writing workshop / Graham Brazier -- Gourmet by Sally Rae: the big chill / Sally Dyck -- Critter profile of the month: Denman's summer bird "quick three beers", olive-sided flycatcher / Jenny Balke -- Colors and summer poems -- August in the Gallery: Reciprocity, by Brian Treen - Metamorphosis, by Gordon Hutchens and Annie Seigel / Claire King -- Bird notes / Patrick Fawkes -- First Woo Kim Denman Island Taekwondo belt test / Gina Maerki -- Forest fire tips / Edi Johnston -- Agriculture matters: the apples are coming / Max Rogers -- Seniors scene / Christine Oliver -- Slow film movement: King Corn / Danni Crenna -- DI MEOW exceeds 150 / Mike Nestor -- DIRA diary: spitballs from beyond the DIRA dugout / Bill Engleson -- 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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.015 | 0.010 |
| Insufficient payload (model declined to judge) | 0.106 | 0.041 |
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".