The Flagstone V.24:No.5 [May 2019]
Bibliographic record
Abstract
32nd Annual pottery studio tour / Fireweed -- Project mayhem / Kevin Mitchell -- Denman Conservancy Association Spring bird walk with George Sirk -- Islands Trust trustee notebook -- Vacation rentals on Denman FAQ's / Laura Busheikin -- Community Hall and Activity Centre / Stirling Fraser and Roxanna Mandryk -- April showers bring May flowers -- Mother's Day fundraising plant sale -- According to Doug: corruption in Canada continued / Doug Carrick -- News from the 2019 Home and Garden Tour -- Jimmy Tait: 99 years strong, craft women honour our founding mother / Patti Willis -- Letters -- Denman Hardware and Garden Centre News : Steve Solomon's granular fertilizer formula -- Readers and Writers Festival 2019 review -- Book review: The Woo-Woo; how I survived ice hockey, drug raids, demons and my crazy Chinese Family, by Lindsay Wong / Sussan Thomson -- Denman Island Readers and Writers Festival call to local writers / Jo-Anne McLean -- Writers, the RWF wants you / Stewart Goodings -- Join us May 21, 2019 to connect with celebrate and support MP Gord Johns -- Baroque workshop and festival, the Fairy Queen will soon be here / Andrew Fyson -- Earth Club Factory events for May -- In 200 words or less: lacon / Bill Engleson -- Concerts Denman presents Living Titanic, a musicale by Rosalee Peppard -- The Malarkey Mummers present our seasonal mummers play Jack in the Green -- Rat poison and collateral damage / Mary Jane Stewart -- Denman Island's Garden Club proudly presents a tour of Liz and John Johnston's beautiful garden -- New bat gateways to the attic of the Marcus Isbister Old School Centre / Jenny Balke -- Wetland restoration offer -- This place: George Drabble man of many parts / John Millen -- CD Release Sat May 11 at The Earth Club Factory of Kevin Mitchells 6th full length album Turn Around -- Denman Island Studio Tour 2019 / Shari Dunnet -- Conflict resolution is dead, now what / Denman Island Reconciliation Group -- Community events listings
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.009 | 0.005 |
| Insufficient payload (model declined to judge) | 0.180 | 0.071 |
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".