The Flagstone V.20:No.7 [July 2015]
Bibliographic record
Abstract
Taste of Denman / Linda N. Treen -- Upcoming Art Studio Tour August 8 and 9 / Fireweed -- Vancouver Island Regional Library community consultation -- Islands Trust trustee notebook: deep democracy, it's not about the math / Laura Busheikin -- A walk through Winter Wren Wood / Susan Marie Yoshihara -- According to Doug: the question about Libya / Doug Carrick -- Profile of the month: Alan Stoddart / Veronica Timmons -- Letters -- Denman Island Readers and Writers Festival -- Harperism: how Stephen Harper and his think tank have transformed Canada, by Donald Gutstein / Graham Brazier -- Lee Maracle, noted Aboriginal author comes to Denman / Stewart Goodings -- In 200 words or less: restaurants / Bill Engleson -- Dancing for rain with DJ Eliazar and Doctore Danish / Eli Hason -- Arts Denman news -- The Summer Gallery in July: Rosemarie Schafer: natural impressions / Roberta Pagdin -- This place: Denman on the map / John Millen -- Baking to defeat Harper / Barbara Mills and Denman Dogwood Initiative -- Denman Island walking the TransCanada Trail / Ron Wilson -- Garden of Lilies / Leslie Dunsmore -- The Garden Club is having a garden party -- Minding the gulf: what to do in a crisis situation / Lori Nawrot -- Agriculture matters: the drought and what we can do about it / Max Rogers -- Denman Bee Club meeting / Eli Hason -- Denman Island Community School modern art history project -- Bird notes: bird songs / Patrick Fawkes -- A tiger tale for Denman's natural cemetery / Stephanie Slater -- Community announcements
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.147 | 0.062 |
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".