MétaCan
Menu
Back to cohort

Introducion

2025· book-chapter· en· W7127096597 on OpenAlexaboutno aff
Frank G. Pérez

Bibliographic record

VenueUniversity Press of Mississippi eBooks · 2025
Typebook-chapter
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsQueerFriendshipQuarter (Canadian coin)Coming outPeriod (music)Interrogation

Abstract

fetched live from OpenAlex

This chapter introduces the author's connection to Rip Naquin and Marsha Delain, who invite him to write for Ambush Magazine in 2012, initiating both a lasting friendship and his deeper engagement with queer history. It highlights Rip and Marsha's legacy as founders of Ambush and cultural leaders who shape New Orleans' LGBTQ+ community through parades, fundraisers, and organizations. The chapter traces the author's personal journey into queer history, his enduring love for New Orleans, and his eventual move to the city, which inspires his writing, public speaking, and the founding of the LGBT+ Archives Project of Louisiana. It also recounts the survival of Ambush after Rip and Marsha's deaths, the challenges posed by the COVID-19 pandemic, and the author's contributions to French Quarter Journal . Finally, the chapter frames this anthology as a curated collection of essays that preserve and celebrate New Orleans' queer heritage.

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)0.002
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 score0.632
Threshold uncertainty score0.901

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0030.002
Scholarly communication0.0060.004
Open science0.0020.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.3680.165

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 head0.028
GPT teacher head0.275
Teacher spread0.247 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueUniversity Press of Mississippi eBooksSame topicLGBTQ Health, Identity, and PolicyFrench-language works237,207