Armamentarium of (Counter) Creation / It’s Not Art, I’m a Doctor
Bibliographic record
Abstract
November 01 2018 Armamentarium of (Counter) Creation / It’s Not Art, I’m a Doctor Samira Daneshvar, Samira Daneshvar Samira Daneshvar is a post-professional graduate from the MS in Architecture program with a Design and Health concentration from University of Michigan. She joined the professional MArch program at University of Toronto after five years of medical studies. Her research and design work is directed towards an interdisciplinary field of architecture and medical sciences. Search for other works by this author on: This Site Google Scholar Veronica Fitzpatrick Veronica Fitzpatrick Veronica Fitzpatrick is a writer and PhD candidate in Film Studies at the University of Pittsburgh. Her work appears in/is forthcoming from The Apartment Complex: Apartment Plots in Global Context, cléo, Safundi, and World Picture. She is a regular contributor to Ploughshares’ blog, and a co-creator of The Brink. Search for other works by this author on: This Site Google Scholar Author and Article Information Samira Daneshvar Samira Daneshvar is a post-professional graduate from the MS in Architecture program with a Design and Health concentration from University of Michigan. She joined the professional MArch program at University of Toronto after five years of medical studies. Her research and design work is directed towards an interdisciplinary field of architecture and medical sciences. Veronica Fitzpatrick Veronica Fitzpatrick is a writer and PhD candidate in Film Studies at the University of Pittsburgh. Her work appears in/is forthcoming from The Apartment Complex: Apartment Plots in Global Context, cléo, Safundi, and World Picture. She is a regular contributor to Ploughshares’ blog, and a co-creator of The Brink. Online Issn: 2572-7338 Print Issn: 1091-711X © 2016 Samira Daneshvar and Veronica Fitzpatrick2016Samira Daneshvar and Veronica Fitzpatrick Thresholds (2016) (44): 131–144. https://doi.org/10.1162/thld_a_00120 Cite Icon Cite Permissions Share Icon Share Facebook Twitter LinkedIn MailTo Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Search Site Citation Samira Daneshvar, Veronica Fitzpatrick; Armamentarium of (Counter) Creation / It’s Not Art, I’m a Doctor. Thresholds 2016; (44): 131–144. doi: https://doi.org/10.1162/thld_a_00120 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. © 2016 Samira Daneshvar and Veronica Fitzpatrick2016Samira Daneshvar and Veronica Fitzpatrick 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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.422 | 0.204 |
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".