The Flagstone V.11:No.2 [July 2006]
Bibliographic record
Abstract
Second annual beach cleanup / Cindy Critchley -- Islands Trust: Trustee notebook / Louise Bell -- Denman Island's planning bylaws: the OCP and the LUB, Wednesday, July 19 / DIRA diary for June 2006 / Bill Engleson -- Small talk -- Profile of the month: Jennifer West / Cindy Critchley -- Letters and commentary -- DIRCS Community Hall report for June 2006 / Boyd MacKean -- Breaking up is hard to do / Ron Sakolsky -- Housing: community success stories / Tony Law -- Brian Boxall bequest / Tom Millen -- Anniversary Island seeks rezoning: satire / Patrick Brown -- Membership has its privileges / Andrew Scruton -- Denman North Lands Committee update / Riane da Silva -- Cougar safety / Cindy Critchley -- Canada at war in Afghanistan / Harlene Holm -- Dora Drinkwater Library notes / Betty-Ann Grodecki -- Does the Health Care Society matter / Roxanna Mandryk -- The debate: Denman North Lands / Bob French -- Oh Sabu / Tim Hicks -- Fact sheet: lots on North Denman being discussed by DIRA, June 12, 2006 / Jenny Balke -- Habari from Kenya / Don and Wendy Reimer -- Catalan Trobadora Maria Lafitte / David Graham -- Garden of Lilies Art Show / Leslie Dunsmore -- Gourmet by Sally Rae: fabulous figs / Sally Dyck -- The bathing suit -- Roxanna Mandryk and Carla Carlsen -- Glen Snook's excellent adventure / Annette Reinhart -- Things that go bump in the night / Peter Karsten -- Backhall Coffehouse series July 2006 / Kevin Mitchell -- Bird notes July 2006 / Patrick Fawkes -- Denman Island Arts Centre news and developments / Cynthia Minden -- 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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.002 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.018 | 0.013 |
| Insufficient payload (model declined to judge) | 0.072 | 0.023 |
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".