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Record W4399934783 · doi:10.29173/cons29518

Reflections on Ganymede

2024· article· en· W4399934783 on OpenAlexaffvenue
G. R. Brown

Bibliographic record

VenueConstellations · 2024
Typearticle
Languageen
FieldComputer Science
TopicAI in Service Interactions
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsAstrobiologyPhysics

Abstract

fetched live from OpenAlex

During the Ancient Greek and Roman periods, the myth of Ganymede, a beautiful Trojan boy who was abducted by Zeus on Mount Ida to be his immortal cupbearer, became the legendary origin and symbol of the aristocratic practice of pederasty. Resultingly, the various retellings of the myth reflect changes in societal perceptions of pederasty and display the unique relationship between myth, humanity, and culture. In the 21st century, artificial intelligence has similarly shone a new light on the relationship between human creativity and technology which will evolve over time as its place in society and academia is found. This paper has a two-fold goal: first to analyze the changes of which story elements are emphasized, the authors’ attitudes towards Ganymede and Zeus’ relationship, and the parallels between Ganymede’s character and eromenoi in twenty-four literary references to Ganymede across approximately 1300 years of Antiquity, and secondly, to compare those findings to the AI program ChatGPT, given the same prompt and data.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.982
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.003

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 head0.063
GPT teacher head0.388
Teacher spread0.325 · 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 designTheoretical or conceptual
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
Published2024
Admission routes2
Has abstractyes

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