An Essential Service: Public Libraries and their Role in Law and Society
Bibliographic record
Abstract
On March 16, 2020, in order to help slow the spread of COVID-19, the City of Vancouver closed all of its public library branches. I experienced these closures on a number of different levels: as a Vancouver resident who loves to read and to visit libraries, as the partner of an avid reader, as the father of a four and a half year old who is as excited about the prospect of trips to the library to pick up “fresh books” as he is with the chance to practice riding his pedal bike through the neighborhood, and, among other identities, as a law professor whose work focuses on the intersection of copyright, human rights, and social justice, and who believes that libraries are integral to the achievement of the objectives of each of these areas of law. Drawing on these identities, I’ll reflect in this essay on the important role played by libraries and librarians in both law and society, on what is lost when libraries close, and what we should celebrate – and fight for – when they re-open.
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 | 0.009 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.039 | 0.062 |
| Scholarly communication | 0.040 | 0.024 |
| Open science | 0.002 | 0.022 |
| Research integrity | 0.010 | 0.010 |
| Insufficient payload (model declined to judge) | 0.020 | 0.004 |
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".