The Flagstone V.22:No.7 [July 2017]
Bibliographic record
Abstract
Readers and Writers Festival arrives / Stewart Goodings -- Islands Trust trustee notebook: driving on the beach, finding the right road to regulation / Laura Busheikin -- Garden of lilies art show / Leslie Dunsmore -- Your community health centre news: a brief history / Denman Health Centre Society -- Karaoke fundraiser / Jude Kirk -- Funding opportunity for Denman Island non-profit organizations -- Denman WORKS! Invites all non-profit organizations to apply for a community project grant to assist with projects that will enhance the economy of Denman Island -- Lifestyle as medicine / Ron Wilson -- Bats in the Belfry, Montreal based string trio / Robin Anderson -- The Denman Museum re-opens July 1st / Claire King -- The Summer Gallery in July: The moving realm of words, by Roxanne Cowles-MacPhail, Samuel Hesse, Laurie Montemurro / Roberta Pagdin -- Preview of August studio tour / Katarina Meglic -- Arts Denman news -- Denman Island Readers and Writers Festival -- Book review: Bad endings, by Carleigh Baker / Cindy Critchley -- Bird notes: listening to bird songs / Patrick Fawkes -- News from the Hornby and Denman Community Health Care Society / Lori Nawrot -- Concerts Denman presents Gypsy Kumbia Orchestra, an explosion of music dance circus and imagination -- Agriculture matters: The Blackberry Fair / Max Rogers -- Denman writers read at the festival / Stewart Goodings -- Summer 2017 BATS on Denman / Jenny Balke -- Denman Island Community School garden -- This place: The Settlement lands part 2 / John Millen -- Welcome to my new Denman clinic / Phillippa Joly -- Don't drought the broom forest / Slug Bloom -- 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 | 0.007 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.012 | 0.010 |
| Insufficient payload (model declined to judge) | 0.105 | 0.054 |
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".