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Record W4212860751 · doi:10.3138/jrpc.3.1.006

Book Reviews

2003· article· en· W4212860751 on OpenAlexvenueno aff
Anita Helmbold, Jennifer Rycenga, George Alley-Young, Howell Williams, Paul Custodio Bube, Michael J. Gilmour, Christopher Garbowski, Robert M. Lindsey

Bibliographic record

VenueJournal of Religion and Popular Culture · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicReligious Tourism and Spaces
Canadian institutionsnot available
Fundersnot available
KeywordsArt historyGeniusGospelPerformance artSpiritualityGeorge (robot)Religious studiesHistoryArtTheologyLiteraturePhilosophy

Abstract

fetched live from OpenAlex

Connie Neal, The Gospel According to Harry Potter. Spirituality in the Stories of the World’s Most Famous Seeker, reviewed by Anita Helmbold Rodney Clapp, Border Crossings: Christian Trespasses on Popular Culture and Public Affairs, reviewed by Jennifer Rycenga William Romanowski, Eyes Wide Open: Looking for God in Popular Culture, reviewed by Gordon Alley-Young Daniel Sack, Whitebread Protestants: Food and Religion in American Culture, reviewed by Howell Williams John Granger, The Hidden Key to Harry Potter: Understanding the Meaning, Genius, and Popularity of Joanne Rowling’s Harry Potter Novels, reviewed by Paul Custodio Bube George Aichele and Richard Walsh, eds., Screening Scripture: Intertextual Connections Between Scripture and Film, reviewed by Michael J. Gilmour Richard A. Blake, Afterimage: The Indelible Catholic Imagination of Six American Filmmakers, reviewed by Christopher Garbowski Robert K. Johnston, Reel Spirituality: Theology and Film in Dialogue, reviewed by Robert M. Lindsey

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.410
Threshold uncertainty score0.842

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0010.001
Scholarly communication0.0050.003
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.4100.406

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 head0.014
GPT teacher head0.299
Teacher spread0.284 · 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.

Study designNot applicable
Domainnot available
GenreReview

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
Published2003
Admission routes1
Has abstractyes

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