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Record W2730113504 · doi:10.3167/hrrh.2017.430101

Introduction

2017· article· fr· W2730113504 on OpenAlexvenueno aff
Linda E. Mitchell

Bibliographic record

VenueHistorical Reflections/Réflexions Historiques · 2017
Typearticle
Languagefr
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Historical Refl ections/Réfl exions HistoriquesI n the last 30 years the focus of medieval scholars has turned increasingly to nontraditional subjects, especially to women, children, and marginalized others in medieval society.I am proud to say that this journal has contributed to these new debates and explorations, notably in special issues in 2004 and 2016. 1 In examining formerly invisible "Others," medievalists have changed the discourse of the past to one that is both more inclusive and more equivocal: no longer can the certainties that shaped, for example, the nineteenth century's view of the past as populated by public males and private females, and energized by the confi dent triumphalism of Western Christianity, be maintained.Organizations such as the Society for Medieval Feminist Scholarship and the Gender and Medieval Studies (GMS) Group have been at the forefront of promoting discourses of difference in the medievalist community.Indeed, the annual conferences sponsored by GMS have served as meeting places for junior and senior scholars from all over the world to engage in conversation, encouragement, and advocacy for continuing to challenge traditional and male-dominated perspectives of the past.Publications coming out of the GMS conferences, including the special issue of HR/RH in spring 2016, which features articles developed from papers presented at the University of Winchester in January 2014, have brought the presentations and discussions of the group into wider focus. 2 This special issue combines articles derived from the same GMS conference held at Winchester in January 2014-this time focusing on issues of wom en, gender, and law-and articles derived from a meeting of the Mid-America Medieval Association (MAMA) held at the University of Missouri-Kansas City (UMKC) in April 2013, which was dedicated to the memory of the late Shona Kelly Wray, associate professor of history at UMKC, whose untimely and tragic death had occurred in the previous May.This combined special issue encapsulates both the tremendous range of topics, sources, and methodologies now being developed by medieval scholars who focus on

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)0.002
metaresearch head score (Gemma)0.005
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 score0.569
Threshold uncertainty score0.811

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0060.003
Open science0.0010.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.4310.228

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 head0.068
GPT teacher head0.356
Teacher spread0.288 · 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".

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Citations0
Published2017
Admission routes1
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