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Record W4287100538 · doi:10.5281/zenodo.5129071

Human Fraternity & Inclusive Citizenship

2021· book· en· W4287100538 on OpenAlexaff
Fabio Fabio, Fadi, D. Michael

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2021
Typebook
Languageen
FieldSocial Sciences
TopicCritical Theory and Philosophy
Canadian institutionsDiscovery Air (Canada)
Fundersnot available
KeywordsFraternityCitizenshipPolitical scienceSociologyLawPolitics

Abstract

fetched live from OpenAlex

Polarization and discrimination linked to religion have been increasing in many parts of the world, including on the two shores of the Mediterranean. Against this background, however, seeds of hope have emerged from a number of religious leaders who have called for a new narrative of human fraternity and inclusive citizenship. This report analyzes the opportunities which human fraternity and inclusive citizenship offer for government-religious partnerships aimed at building more inclusive and peaceful societies across both shores of the Mediterranean and puts forward interreligious engagement as a new policy framework that recognizes and amplifies these novel dynamics. Can the interreligious narrative of human fraternity help to create new inclusive forms of citizenship? How can governments and international organizations better partner with religious leaders and communities to concretely build inclusive societies from the MENA region to Europe?

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.014
Threshold uncertainty score0.047

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.011
Scholarly communication0.0060.004
Open science0.0000.003
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0140.005

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 head0.087
GPT teacher head0.336
Teacher spread0.249 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2021
Admission routes1
Has abstractyes

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