Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 it