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Record W6950506162 · doi:10.53159/pdm(iv).v3n3-4.053

La Geometria delle Cupole
\nGeodetiche

2021· article· it· W6950506162 on OpenAlexaboutno aff

Bibliographic record

VenueFlorence Research (University of Florence) · 2021
Typearticle
Languageit
FieldEngineering
TopicStructural Analysis and Optimization
Canadian institutionsnot available
Fundersnot available
KeywordsCupolaSTELLA (programming language)Cover (algebra)

Abstract

fetched live from OpenAlex

Una cupola geodetica è un poliedro convesso, di solito con facce \ntriangolari, i cui lati giacciono approssimativamente sulle circonferenze massime \ndella sfera circoscritta al poliedro. La prima cupola geodetica fu costruita \nda Walther Bauersfeld nel 1922 a Jena in Germania. Tuttavia, fu l’architetto \nRichard Buckminster Fuller che, a partire dal 1948, dette un notevole impulso a \nquesta tipologia di costruzioni; a lui si devono le cupole geodetiche più note, \ncome, ad esempio, la famosa cupola realizzata per l’Expo di Montreal del 1967. \nIn questa nota studieremo le cupole geodetiche dal punto di vista geometrico, \nmostrando alcuni esempi di queste realizzazioni architettoniche. È interessante \nnotare che le molecole di alcuni virus hanno la forma di cupole geodetiche.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.036
Threshold uncertainty score0.121

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0030.004
Scholarly communication0.0060.002
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0360.006

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 head0.043
GPT teacher head0.272
Teacher spread0.230 · 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 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
Published2021
Admission routes1
Has abstractyes

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Same venueFlorence Research (University of Florence)Same topicStructural Analysis and OptimizationFrench-language works237,207