MétaCan
Menu
Back to cohort
Record W4244121680 · doi:10.3138/9781487518707-fm

Frontmatter

2018· book-chapter· en· W4244121680 on OpenAlexfundno aff

Bibliographic record

VenueUniversity of Toronto Press eBooks · 2018
Typebook-chapter
Languageen
Field
Topic
Canadian institutionsnot available
FundersUniversità di PisaUniversity of TorontoScuola Normale SuperioreUniversity of Southern CaliforniaYale University
KeywordsComputer science

Abstract

fetched live from OpenAlex

This volume presents the first translation in English of the complete poetry of Giacomo da Lentini, the first major lyric poet of the Italian vernacular.He was the leading exponent of the Sicilian School (c.1220-1270) as well as the inventor of the sonnet.Featuring illustrations and new English translations of some forty lyrics, Richard Lansing revives the work of a pioneer of Italian literature, a poet who helped pave the way for later writers such as Dante and Petrarch.Giacomo da Lentini is hailed as the earliest poet to import the Occitan tradition of love poetry into the Italian vernacular.This edition of Giacomo fills a gap in the canon of translations of Italian literature in English and serves as a vital reference source for students as well as scholars and teachers interested in the literature of the romance languages.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.107
Threshold uncertainty score0.152

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0020.001
Scholarly communication0.0050.003
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.8930.811

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 head0.023
GPT teacher head0.204
Teacher spread0.180 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2018
Admission routes1
Has abstractno

Explore more

Same venueUniversity of Toronto Press eBooksFrench-language works237,207