Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This thesis will begin by researching how a child's development is affected by the built environment up to the age of 9. Focusing on the conditions and opportunities at Kaban Montessori School in Mississauga, Ontario - primarily Montessori principles used to develop 'learning materials' and 'prepared environments' - the thesis considers and critically reviews current progressive learning spaces and guidelines.Can an extension of the Montessori method be seen as a tool, and scale its thinking to construct more meaningful architectural learning environments? Re-thinking progressive spaces, strategies for enhancing learning environments will be explored and proposed. These will attempt to encourage development, actualize pedagogy and improve cultural connections. An emerging project questions how learning environments could be designed to holistically reflect the progressive condition; thereby better providing for the natural developmental needs of the child, while responding to the potentials and new phenomenon prevalent in our current times.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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 it