A phenomenological approach to meaningful spaces: a dental clinic and mix-use facility in Comitancillo, Guatemala.
Bibliographic record
Abstract
This design practicum presents a proposed dental clinic and mix-use facility in Comitancillo, Guatemala. The clinic is for use by Dentistry for All (DFA), a Canadian volunteer organization that conducts dental clinics in Comitancillo biannually. The building is intended to be shared with a local organization based in Comitancillo, whose primary goal is to improve the quality of life for the Maya Mam Community. During a volunteer experience with DFA in November 2016, I was able to immerse myself in the culture and the place, gaining a deeper understanding of both. Engaging people through innovative, responsible and sustainable design solutions, while developing a space that fosters positive experiences, a sense of well-being and a sense of place, was the design philosophy and driving force behind the proposed dental clinic and mix-use facility in Comitancillio.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.029 | 0.027 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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".