The Public Library: A post-public library design in a digital era
Bibliographic record
Abstract
In our contemporary society, where the privatization of space has become the norm, the public library offers an unrestricted environment that is inclusive to all. As digital technologies continues to advance at an ever-increasing rate the definition of the public library is in a constant state of flux. This practicum looks to redefine the public library from its once-rigid definition, focused on the storage of the physical book, to a more fluid definition conscious of the importance of digital infrastructure and proactive behavior, while focusing on knowledge and community within an open forum. A focus on the theory of technoculture, the idea that today’s participatory culture has greatly influenced new library models, and the concept of adaptive reuse has helped to drive the research of this practicum. Located in Winnipeg, Manitoba’s West End neighbourhood, the relocation of the Winnipeg Public Library’s West End branch allows for the adaptive reuse of an existing Manitoba Hydro sub-station. The density, diversity, and socioeconomics of this neighbourhood is a fundamental driver of the need for community space. The accumulation of this research is a design proposal that focuses on an inclusive interior environment that acknowledges that knowledge extends beyond the bounds of the physical book and that a focus on community gathering is of equal importance to the vitality of the public library.
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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.010 |
| Scholarly communication | 0.015 | 0.008 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 0.003 |
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".