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Record W2945581554 · doi:10.1162/leon_r_01759

<i>Introduction to Graphic Design: A Guide to Thinking, Process, and Style</i> by Aaris Sherin. Bloomsbury Publishing, New York, NY, 2018. 240 pp., illus. Trade. ISBN: 978-1472589293.

2019· article· en· W2945581554 on OpenAlexaboutno aff
John F. Barber

Bibliographic record

VenueLeonardo · 2019
Typearticle
Languageen
FieldComputer Science
TopicDigital Media and Visual Art
Canadian institutionsnot available
Fundersnot available
KeywordsIconStyle (visual arts)CitationPublishingDownloadComputer scienceWorld Wide WebGraphic designFolklifeSearch engine optimizationState (computer science)Art historyLibrary scienceArtVisual artsMultimediaThe InternetLiterature

Abstract

fetched live from OpenAlex

June 01 2019 Introduction to Graphic Design: A Guide to Thinking, Process, and Style Introduction to Graphic Design: A Guide to Thinking, Process, and Style by AarisSherin. Bloomsbury Publishing, New York, NY, 2018. 240 pp., illus. Trade. ISBN: 978-1472589293. John F. Barber John F. Barber the Creative Media Digital Culture Program, Washington State University Vancouver. Email: jfbarber@eaze.net. Search for other works by this author on: This Site Google Scholar Author and Article Information John F. Barber the Creative Media Digital Culture Program, Washington State University Vancouver. Email: jfbarber@eaze.net. Online Issn: 1530-9282 Print Issn: 0024-094X ©2019 ISAST2019ISAST Leonardo (2019) 52 (3): 328. https://doi.org/10.1162/leon_r_01759 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 John F. Barber; Introduction to Graphic Design: A Guide to Thinking, Process, and Style. Leonardo 2019; 52 (3): 328. doi: https://doi.org/10.1162/leon_r_01759 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 JournalsLeonardo Search Advanced Search This content is only available as a PDF. ©2019 ISAST2019ISAST Article PDF first page preview Close Modal You do not currently have access to this content.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.278
Threshold uncertainty score0.932

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0010.003
Scholarly communication0.0080.006
Open science0.0020.003
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.2780.235

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 head0.013
GPT teacher head0.237
Teacher spread0.224 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations2
Published2019
Admission routes1
Has abstractyes

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