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Record W4393645305 · doi:10.1525/fmh.2024.10.2-3.1

Editors’ Introduction

2024· article· en· W4393645305 on OpenAlexaboutno aff
Maggie Hennefeld, Laura Horak

Bibliographic record

VenueFeminist Media Histories · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicCinema and Media Studies
Canadian institutionsnot available
Fundersnot available
KeywordsHistory

Abstract

fetched live from OpenAlex

What do we, as feminists, need right now-from cinema, from archives, from our communities?How can filmmaking, film festivals, and social movements of the past inspire or befuddle us today?And what is at stake in selecting and presenting archival works by women to create new forms of community?Whether we hold space together in a movie theater or a virtual screening room, we cannot help but draw connections between the unfinished past and the open-ended present.Forging these links is the rallying cry of the feminist film curator.In this tenth-anniversary double issue of Feminist Media Histories, we argue that everyone can contribute to the collective project of archival film curating.Unrealized feminist histories pave the way to unforeseen social possibilities.In that spirit, please join our cabal of feminist archival film curators!We build on the labor, commitment, and imagination of many scholars before us.Writing forgotten women and other marginalized "makers" back into film history has been an energizing endeavor for feminist historiography, evinced in works by

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)0.003
metaresearch head score (Gemma)0.019
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: Editorial · Consensus signal: Editorial
Teacher disagreement score0.567
Threshold uncertainty score0.617

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.019
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.002
Science and technology studies0.0020.001
Scholarly communication0.0100.005
Open science0.0040.004
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.5670.430

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 head0.020
GPT teacher head0.214
Teacher spread0.194 · 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
GenreEditorial

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

Citations2
Published2024
Admission routes1
Has abstractyes

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