The Flagstone V.22:No.1 [January 2017]
Bibliographic record
Abstract
Denman Museum awarded Canada 150 grant for oral history project / Claire King -- Tree Frog Radio unveils new weekend format in 2017 / Ron Sakolsky -- Islands Trust trustee notebook: Islands Trust creates first ever policy for First Nations relationships / Laura Busheikin -- DIRCS report / Suzette Cullen -- According to Doug climate change is critical / Doug Carrick -- Profile: Shaun White / Graham Hayman -- Letters -- Denman Island Readers and Writers Festival / Cindy Critchley -- Book review: Station Eleven, by Emily St. John Mandel / Annette Reinhart -- Megan Rose - Maiden China and AVRO, Anatomy Act CD release party and karaoke / Megan Babb -- Earth Club Factory January events: Roadside rattle and Hilberry Brothers / Donna Wooley -- Denman Women's History project wants you / Frieda Werden -- Healthy resolutions / Ron Wilson -- Arts Denman news -- In 200 words or less: wine / Bill Engleson -- Taylor's Checkerspot Butterfly recovery project open house -- Denman is in for a big treat: Denman Baroque Festival / Sussan Thomson -- Roots dojo kids classes: the importance of membership / Brad Taylor -- Agriculture matters: looking after Concha the sheep / Max Rogers -- The Denman Garden Club proudly presents a talk by Dorrie Woodward on the dangers of hidden pesticides -- This place: weather by the numbers / Graham Brazier -- Denman Island Community School winter concert and artwork -- 7th Annual Seedy Saturday / Danni Crenna -- AGM to feature presentation on the how-to's of natural burial / Stephanie Slater -- 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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.002 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.009 | 0.009 |
| Insufficient payload (model declined to judge) | 0.160 | 0.059 |
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".