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Introduction

2019· book-chapter· en· W4230090443 on OpenAlexaboutno aff
Andrew E. Stoner

Bibliographic record

VenueUniversity of Illinois Press eBooks · 2019
Typebook-chapter
Languageen
FieldSocial Sciences
TopicMedia Studies and Communication
Canadian institutionsnot available
Fundersnot available
KeywordsResentmentClosing (real estate)MainstreamNewspaperHonorFeelingAngerMedia studiesSociologyGender studiesPsychologySocial psychologyPolitical scienceLawPolitics

Abstract

fetched live from OpenAlex

Shilts is elevated as the closing speaker for the Fifth International AIDS Conference in Montreal, Canada in June 1989. Despite the esteem of the speech invitation, members of ACT-UP and others interrupt his remarks with heckles. The contrast of the prestigious speaking engagement contrasted to the simmering feelings of resentment and anger toward Shilts and his writing on/about HIV and AIDS is on full display. This conflict is symbolic of Shilts’s entire career where great honor and respect often resided alongside great scorn and vitriol. The complexity of Shilts’s attempt to be an openly gay reporter writing for a mainstream newspaper about gay subjects presents a need to more fully consider Shilts’s understanding of the societal or cultural role of the journalist.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.968
Threshold uncertainty score0.472

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.032
GPT teacher head0.227
Teacher spread0.196 · 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 teacher head, 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
Published2019
Admission routes1
Has abstractyes

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