MétaCan
Menu
Back to cohort
Record W3116359725 · doi:10.3167/arrs.2020.110101

Introduction

2020· article· en· W3116359725 on OpenAlexaff
Simon Coleman, Sondra L. Hausner

Bibliographic record

VenueReligion and Society · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicPolitics and Conflicts in Afghanistan, Pakistan, and Middle East
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPortraitPoliticsEthnographySubject (documents)SociologyHistoryCivilizationEpistemologyAestheticsAnthropologyArt historyArtPolitical scienceLawPhilosophy

Abstract

fetched live from OpenAlex

The central task of our journal is to present outstanding work on religion. Through our focus on individual scholars in the Portrait section, we are also able to consider how such work is produced, and our hope is to reveal the intellectual, institutional, political, and personal factors behind research that has helped us to revive and reconstruct our field. The subject of this year’s Portrait, Talal Asad, has famously addressed questions about the category of religion in unusually productive and provocative ways.1 Published here for the first time, Asad’s autobiographical observations take the reader through some of the key relationships and events of his life, from a remarkable childhood during which he witnessed the violence of Partition first-hand, to what happened in 1950 when he arrived in London from Pakistan and began to discern the problems behind “the local version of modern civilization into which [he] was being unevenly assimilated,” to the process of becoming an anthropologist and an ethnographer.

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)0.006
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 score0.640
Threshold uncertainty score0.912

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.002
Scholarly communication0.0060.004
Open science0.0020.004
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.3600.196

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 head0.019
GPT teacher head0.276
Teacher spread0.257 · 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
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueReligion and SocietySame topicPolitics and Conflicts in Afghanistan, Pakistan, and Middle EastFrench-language works237,207