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Mosaics of Knowledge: Representing Information in the Roman World by Andrew M. Riggsby

2021· article· en· W3213744740 on OpenAlexvenueno aff
Jason C. Morris

Bibliographic record

VenueAestimatio Sources and Studies in the History of Science · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicInterdisciplinary Studies: Technology, Society, and Humanities
Canadian institutionsnot available
Fundersnot available
KeywordsLicenseKey (lock)Library scienceArt historyClassicsArtComputer scienceLawPolitical science

Abstract

fetched live from OpenAlex

With Mosaics of Knowledge, Andrew Riggsby has produced a very ambitious and thoughtprovoking book. Like Daryn Lehoux’s What Did the Romans Know? [2012], Riggsby’s new book reminds us that the Romans did not see science or technology as we do. However, where Lehoux focuses on a philosophical exploration of how the Romans made sense of the natural world, and why they saw such a different world from the one that we do, Riggsby explores how the Romans understood and used several types of information technology. Here I summarize and comment on what I consider to be the key contributions of each chapter. At the end of the review, I will give some general comments on the book as a whole. Reviewed by: Jason C. Morris, Published Online (2021-08-31)Copyright © 2021 by Jason C. Morris This open access publication is distributed under a Creative Commons Attribution-NonCommercial-NoDerivatives License (CC BY-NC-ND) Article PDF Link: https://jps.library.utoronto.ca/index.php/aestimatio/article/view/37732/28733 Corresponding Author: Jason C. Morris,Independent ScholarE-Mail: Claudius.caecus@gmail.com

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.274
Threshold uncertainty score0.994

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 studies0.0010.009
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 head0.061
GPT teacher head0.294
Teacher spread0.233 · 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 routes1
Has abstractyes

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