The Flagstone V.14:No.6 [June 2009]
Bibliographic record
Abstract
Riders to the rescue / Edi Johnston -- Islands Trust: Islands celebrating thirty-five years / Louise Bell -- Denman Island Recreation Commission Society: Community Hall report for May 2009 / Boyd MacKean -- Denman Island Readers and Writers Festival 2009 -- Heidi Greco's poetry / Danni Crenna -- The time has come / Dennis Forsyth -- Profile of the month: Alison Yarwood / Wendy Stewart -- Letters -- Memories of a Yorkshire childhood: yorkshire puddings / Judith Scruton -- Island animal friends / Sandra Puga -- Summer programs at the Community School / Sherry Frost and Patricia O'Connell -- Denman Island Arts Centre June -- Making brown bread / Andrew Scruton -- It's time to get rockin! / Lee Andra Jacob -- Have you ever been to a reptiles party? Cabaret and dance featuring Something about Reptiles comes to Denman Island on Saturday, June 6 / Cathy Stoyko -- Rest home blues / Cora Barnes -- Emergency evacuations and you / Edi Johnston -- Seniors scenes / Christine Oliver -- Pure of art: third bi-annual art show by young artists from the Denman Island Community School / Patricia O'Connell -- Denman Island weather retrospective for April 2009 / Keith Walker -- Thistles / Max Rogers -- Hermitage art raffle / Mark Prior -- Critter profile of the month: Denman's rare frog, a Canadian rare species: red-legged frog, rana aurora /Jenny Balke -- Perspectives about Denman Island from our young citizens (grades 3 & 4) -- Bird notes / Patrick Fawkes -- Denman's rare Checkerspot Butterflies in 2009 / Jenny Balke -- Denman Summer Gallery's second show / Marilyn Jensen -- DIRA diary - fatuous flummery from the DIRA flat-earth society / Bill Engleson -- Time pieces -- 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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.012 | 0.011 |
| Insufficient payload (model declined to judge) | 0.109 | 0.048 |
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".