Bibliographic record
Abstract
April 17 2024 Disappearance Beyond Magic Samuel DuBois, Samuel DuBois SAMUEL DUBOIS is a trained geographer, licensed architect, and academic researcher from Montréal, Canada. He holds a B.A. in Geography from McGill University, a B.Sc. in Architecture from Université de Montréal and a Master of Architecture from Carleton University. He is currently pursuing doctoral studies in the History, Theory and Criticism of Art and Architecture program at MIT, where his research focuses on the relationship between architecture, cultural identities, colonialism and resource extraction. Samuel's work has been supported by the Social Sciences and Humanities Research Council of Canada, the Canadian Centre for Architecture, and the MIT Presidential Fellowship. Search for other works by this author on: This Site Google Scholar Susan William Susan William SUSAN WILLIAMS is a designer and researcher whose work explores the relationship between material and tectonics. She recently completed a Master of Architecture at Massachusetts Institute of Technology and holds a Bachelor of Fine Arts in Textile Design from the Rhode Island School of Design. Search for other works by this author on: This Site Google Scholar Author and Article Information Samuel DuBois SAMUEL DUBOIS is a trained geographer, licensed architect, and academic researcher from Montréal, Canada. He holds a B.A. in Geography from McGill University, a B.Sc. in Architecture from Université de Montréal and a Master of Architecture from Carleton University. He is currently pursuing doctoral studies in the History, Theory and Criticism of Art and Architecture program at MIT, where his research focuses on the relationship between architecture, cultural identities, colonialism and resource extraction. Samuel's work has been supported by the Social Sciences and Humanities Research Council of Canada, the Canadian Centre for Architecture, and the MIT Presidential Fellowship. Susan William SUSAN WILLIAMS is a designer and researcher whose work explores the relationship between material and tectonics. She recently completed a Master of Architecture at Massachusetts Institute of Technology and holds a Bachelor of Fine Arts in Textile Design from the Rhode Island School of Design. Online ISSN: 2572-7338 Print ISSN: 1091-711X © 2024 Samuel Dubois2024 Thresholds (2024) (52): 5–10. https://doi.org/10.1162/thld_e_00809 Cite Icon Cite Permissions Share Icon Share Facebook Twitter LinkedIn Email Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Search Site Citation Samuel DuBois, Susan William; Disappearance Beyond Magic. Thresholds 2024; (52): 5–10. doi: https://doi.org/10.1162/thld_e_00809 Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentAll JournalsThresholds Search Advanced Search This content is only available as a PDF. © 2024 Samuel Dubois2024 Article PDF first page preview Close Modal You do not currently have access to this content.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.005 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.207 | 0.055 |
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".