The Flagstone V.24:No.4 [April 2019]
Bibliographic record
Abstract
Baroque Festival / Paddy O'Connell -- Test your wits with an evening of trivia / Stacey Armstrong -- Farmers market starts May 4 / Veronica Timmons -- Islands Trust trustee notebook: ticketing on Denman, zombie vampire or avenging angel / Laura Busheikin -- Grant acknowledged: Denman Seniors and Museum Society / Jackie Hipwell -- According to Doug: corruption in Canada / Doug Carrick -- Readers and Writers Festival 2019 review -- Book review: Artificial cherry, by Billeh Nickerson / Stewart Goodings -- Book review: Return of the wolf, conflict and coexistence, by Paula Wild / Jenny Balke -- Registration for Denman Festival opens May 1 / Stewart Goodings -- The great annual broom pull / Mary Jane Stewart -- In 200 words or less: commercials / Bill Engelson -- Arts Denman AGM / Christine Stewart -- Why the Denman Island Residents Association DIRA matters / Bob French -- Let's talk about tough stuff together / Reconciliation Group -- What is the most important thing about being active / Ron Wilson -- Concerts Denman presents Hello Baby, a play by Lucas Meyers -- This place: Looking back at February and March 2019 weather / Graham Brazier -- And the 2019 Home and Garden tour venues are / Katarina Meglic -- Rosalee sings Hilda / Rosalee Peppard -- lAM Meditation Course returns to Denman Island / Shari Dunnet and Richard Menard -- Volunteer opportunity: get involved in local planning decisions / Denman Island Local Trust Committee -- Bio-energy healing: Spring into Spring / Shari Dunnet -- Partying and sleeping with alligators in the Sunshine State, continued / Howard Stewart -- 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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.008 | 0.006 |
| Insufficient payload (model declined to judge) | 0.146 | 0.061 |
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".