The Flagstone V.7:No.4 [September 2002]
Bibliographic record
Abstract
Bogus hunters on Denman / Norma Rejall -- DIRA report: hey, it's kind of interesting / Kathy Rieder -- Denman Island Women's Outreach Society -- Craniosacral therapy / Leah Kelly -- Small talk -- Profile of the month: Doreen Johnson -- Letters and commentary -- Interim report to the community on the progress of the Accessory Dwelling Advisory Committee (ADAC) and a request for comment -- Accessory dwellings: the fallacy of "built-out" / David Diver -- Ariana revisited / Jack and Diane Davis -- Driftwood Farm development plan / Lee Lund -- Way too "on the path" / Jeronimo Miller -- Denman Island Festival of the Arts and more / Cindy Critchfield -- Tai Chi / Jane Fawkes -- Adventures in computer land / Paul LeBaron -- Steely grey / Jeff Honsinger -- Fish friendly culvert to Valens Brook -- The hippie islands (from the Ottawa Citizen) / Rebecca Stevenson -- 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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.010 | 0.007 |
| Insufficient payload (model declined to judge) | 0.091 | 0.027 |
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".