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Record W4211007333 · doi:10.32920/ryerson.14661840.v1

Re-contextualizing the architectural learning experiences: the alternative perspective (Part V)

2021· preprint· en· W4211007333 on OpenAlexaffabout
Kenneth J. Chakasim

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEngineering
TopicDesign Education and Practice
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsIndigenousSociologyPerspective (graphical)Space (punctuation)Context (archaeology)Identity (music)Traditional knowledgeEpistemologyPedagogyAestheticsVisual artsHistoryPhilosophyArchaeology

Abstract

fetched live from OpenAlex

Canadian Aboriginal students struggle to situate their cultural knowledge within a Eurocentric academy, in part because indigenous ways of knowing are informed by a philosophy that is characterized by ‘interconnected’ relationships rather than an isolated system of thought. In accordance with this worldview, this report is shaped by a series of 'interdisciplinary' discussions with the intent to establish an ethical middle ground (or space) for architectural learning that does not exclude an Aboriginal worldview. Supported with a different set of hermeneutic principles the report addresses the need to preserve indigenous knowledge systems thereby encouraging architectural Education in Canada to facilitate and help re-contextualize aboriginal traditions. As a result, this thesis attempts to create an enduring intellectual space for future aboriginal students where they are encouraged to “live the story of their created object” while forging renewed identity pieces in a shared cross-cultural context.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.826
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.049
GPT teacher head0.309
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2021
Admission routes2
Has abstractyes

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