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Record W1768692555

Science education : from Plato to genomics

2010· book-chapter· en· W1768692555 on OpenAlexaboutno aff
Hub Zwart

Bibliographic record

VenueData Archiving and Networked Services (DANS) · 2010
Typebook-chapter
Languageen
FieldComputer Science
TopicChaos, Complexity, and Education
Canadian institutionsnot available
Fundersnot available
KeywordsAgoraStatueQuarter (Canadian coin)HEROAncient GreeceArt historyArtClassicsHistoryArchaeologyLiterature
DOInot available

Abstract

fetched live from OpenAlex

For those who happen to visit Athens in the future, I warmly recommend paying a visit to the remnants of Plato’s Academy, although they are not that easy to find. From the ancient agora you can walk to the Kerameikos area, the famous potter’s quarter, North West from the city centre, which has been excavated. Here, a road leading up to the academy passed the northern wall of the ancient city. The academy was actually a park, an olive grove, with temples, monuments and sport facilities. One of these monuments was a statue of the hero Academus, from which the Park derived its name. It was here that Plato decided to become a teacher of gymnastics of the mind for young athletes from wealthy families visiting the sport facilities and spending their leisure time there. The teaching Plato offered basically consisted of logic and mathematics (Jaeger 1959, Chermiss 1980, Fowler 1990).

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 categoriesMeta-epidemiology (narrow), Open science
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.729
Threshold uncertainty score1.000

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 studies0.0010.000
Scholarly communication0.0010.001
Open science0.0060.004
Research integrity0.0000.001
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 head0.027
GPT teacher head0.261
Teacher spread0.234 · 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 designOther design
Domainnot available
GenreMethods

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
Published2010
Admission routes1
Has abstractyes

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