Bibliographic record
Abstract
"The contribution made by the Edmonton libraries to the sanity and support of the citizens cannot be estimated. No Annual Report can gauge things of this sort." -Annual Report of the Edmonton Public Library, 1931 The Edmonton Public Library turns 100 in 2013! Novelist, journalist, and Edmontonian Todd Babiak tells the story of EPL's birth and coming of age within the bustling narrative of the growth of city and province. Rich with anecdotes and historical photos, records of personal conversations, and tales of expeditions to branch libraries, Just Getting Started immerses readers in a personal journey to the heart of culture in one of Canada's biggest cities. Babiak's history is one-of-a-kind; it reads like a novel, mirroring the institution it commemorates. Edmontonians, librarians, politicians, and historians may glimpse themselves within these pages; all will see how vital a successful public library is to reflecting the needs and aims of a diverse population.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.012 | 0.010 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.066 | 0.038 |
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".