Little Kapwa, redefining the cultural centre
Bibliographic record
Abstract
Little Kapwa is a cultural hub for second-generation Filipinx Canadians who share a “Third Culture” formed through their\ntraditional Filipinx and modern Canadian experiences. The centre’s interior design utilizes the essence of “home” to support\nits primary users in celebrating and practicing the third culture they are cultivating. To achieve the feeling of “home” in Little\nKapwa’s design, this practicum proposes unique programming and interior features which explore identity, culture, and\nplacemaking.\n\nAt the same time, Little Kapwa introduces a cultural centre that recognizes the multitude of layers within a cultural community.\nLittle Kapwa breaks through multicultural ideas of a culture–which captures a surface-based notion of its diverse community.\nInstead, Little Kapwa’s interior design allows the growth of culture, creating space for future generations, like second-generation\nFilipinxs who plant new seeds of cultural practice as time passes.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.011 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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 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".