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Boyden, Joseph: Through Black Spruce

2020· book-chapter· en· W3106992830 on OpenAlexaboutno aff
Martin Löschnigg

Bibliographic record

VenueJ.B. Metzler eBooks · 2020
Typebook-chapter
Languageen
FieldEnvironmental Science
TopicAmerican Environmental and Regional History
Canadian institutionsnot available
Fundersnot available
KeywordsArtHumanities

Abstract

fetched live from OpenAlex

ZusammenfassungDer 2008 erschienene Roman, der zweite des Autors, reiht sich in diejenige Tradition der kanadischen Literatur ein, die vielfach auf die desolate soziale Situation der Ureinwohner aufmerksam macht, die Rückbesinnung auf indigene Überlieferungen fordert und formal die europäische literarische und die indigene orale Dichtkunst miteinander verbindet. Der Roman schließt inhaltlich und durch das Thema der indigenen Identität und Selbstfindung an das erfolgreiche Erstlingswerk des Autors an, Three Day Road, 2005 (Der lange Weg, 2006, B. Münch, K. Razum), und verbindet stark kontrastierende Schauplätze und Figuren miteinander: entlegene Indianersiedlungen und die Wildnis an der James Bay im nördlichen Ontario, indianische Stadtstreicher in den Straßen Torontos und die mondäne Welt der Models, Partys und Designerdrogen in Montreal und New York City.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.084
Threshold uncertainty score0.222

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.002
Scholarly communication0.0050.004
Open science0.0010.001
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0660.014

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 head0.022
GPT teacher head0.207
Teacher spread0.185 · 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 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
Published2020
Admission routes1
Has abstractyes

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Same venueJ.B. Metzler eBooksSame topicAmerican Environmental and Regional HistoryFrench-language works237,207