MétaCan
Menu
Back to cohort
Record W4388479923 · doi:10.20898/j.iass.2023.021

<i>Pulp</i> ‐ Studio‐Based Research in Thin‐Shell Cast Paper Structures

2023· article· en· W4388479923 on OpenAlex
Stephanie Davidson, Georg Rafailidis

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of the International Association for Shell and Spatial Structures · 2023
Typearticle
Languageen
FieldEngineering
TopicArchitecture and Computational Design
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsStudioArchitectureContext (archaeology)Architectural engineeringEngineeringComputer scienceConstruction engineeringVisual arts

Abstract

fetched live from OpenAlex

This paper reflects upon a sequence of seven research studios, taught within a six-year timespan in three different architecture schools, in which we developed approaches to casting thin-shell (monocoque) paper structures at full scale. Processes of material selection and material harvesting/processing, formwork design and fabrication all informed the formal expression of the shells. In the context of architectural education, fabricating at full-scale can make structural principles accessible, but large constructions can be expensive for students, and can also create unnecessary material waste. This sequence of studios, called PULP, allowed students to fabricate spatial structures at full-scale using materials available at little to no cost. The large structures have the potential to biodegrade completely, creating no landfill waste, and no adverse impact in their final resting place. The dearth of research or precedents in cast‐paper‐as‐structure offers a unique opportunity for novel, basic or “blue skies” research in this area. Processual knowledge gained through leading this studio‐based research over several years has allowed us to focus more recent research on scaling-up and using material combinations and fabrication techniques that are simple and effective. The increasingly focused investigations and larger scale of the paper cast structures in the most recent (last two years of) studio research suggests that there is something like a paper-specific formal vocabulary in thin shell structures.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.814
Threshold uncertainty score0.331

Codex and Gemma teacher scores by category

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

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 head0.035
GPT teacher head0.291
Teacher spread0.256 · 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