The Flagstone V.19:No.4 [April 2014]
Bibliographic record
Abstract
Ferry protest at the Victoria Legislature March 11 / Cindy Critchley -- DCLTA mini update: what's in a name -- Improv game night dinner and party safe presentation for youth and teens / Matta Schaal -- Dogs off leash: the end result / Edi Johnston -- Islands Trust trustee notebook: community stewardship awards deadline / Laura Busheikin -- DIRCS Community Hall report / Sharon Mackin and Bob Koontz -- Small step to reduce overpackaging / Wendy Boothroyd -- Denman Readers and Writers Festival biographies and book reviews -- Biography brief: Pauline Holdstock -- Book review: Into the heart of the country, by Pauline Holdstock / Sussan Thomson -- Biography brief: Richard Wagamese -- Book review: Medicine walk, by Richard Wagamese / Alan Treen -- Profile of the month: Gina Angelozzi / Danni Crenna -- Letters -- Remembering John Svoboda -- Arts Denman news -- Spring walk run bike event April 27, Tuesday walking group and the fitness group / Ron Wilson -- News from the Hornby and Denman Community Health Care Society / Lori Nawrot -- Seniors services: frequently asked questions, home support / Stephanie Wells -- Magic show returning -- Denman's fifth table tennis tournament another success / Louise Bell -- Book reading and discussion: Bill Engleson -- Fearing and White in concert / Kathleen Rapati -- Renewable energy afternoon on Denman / Megan Rose Babb -- Gadji Gadjo is a group of five Montreal musicians -- Sparks marine life program a whale of a success / Barbara Mills -- Chocolate extravaganza and Arts Denman annual general meeting -- Second annual Comox Anarchist book fair / Brad Taylor -- TreeEater Farm welcomes new folks to join our food membership for 2014 -- My yard is a salad / Philippa Joly -- Fire Department thanks / Don Luckett -- Denman Island Farmers and Artisans has made it onto the Web / Perri Gorrara and Louis de Erusted -- DICES palooza / Kate Janeway -- Denman Island Community School Sparks -- Agriculture matters: droughts dogs and Louise Fraser's chickens / Max Rogers -- Transition Denman tip: berm not burn -- Report from Denman Seniors and Museum Society: St. Patrick's Day dinner, and updates and renovations / Deborah Frketich -- Confessions of a gentrified soul, part 80: rural censorship, a further POV / Bill Engleson -- Sign up time: SPUDS / Mike Nestor -- Open stage / Alan Treen -- The flowing sacral chakra and bio-energy healing / Shari Dunnet and Richard Menard -- 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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.002 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.015 | 0.010 |
| Insufficient payload (model declined to judge) | 0.076 | 0.020 |
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".