MétaCan
Menu
Back to cohort

Mafiacraft: An Ethnography of Deadly Silence, by Deborah Puccio-Den

2024· article· en· W4404120627 on OpenAlexvenueno aff
Rodrigo Peña González

Bibliographic record

VenueAnthropologica · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCrime, Illicit Activities, and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsEthnographySilenceHistorySociologyAnthropologyArtAesthetics

Abstract

fetched live from OpenAlex

I n Mafiacraft, Puccio-Den provides a novel, thoughtful, and innovative methodological approach to understanding the Sicilian mafia and anti-mafia within one ethnographic frame.She asks: How do we hear the noisy silence of Cosa Nostra?Her answer derives from an ethnographic analysis of the cultural continuum and political intersection between mafia and anti-mafia spheres in Sicily.Silence matters, Mafiacraft suggests.Whether it be through the omert (the mafia code of silence), the cover-up silencing of the state actors that permit the mafia to operate and intrude into the public sphere, or the antimafia strategy to "break the silence" around mafia worlds.Indeed, by framing the mafia as a constitutive social process, Mafiacraft explores how the Cosa Nostra crafted a criminal organization shaped by power, rituals, and symbolism, but also how the mafia and the anti-mafia have shaped the Sicilian social order.When it comes to researching criminal groups and violent social actors in general, fieldwork and data collection are challenging and, at times, dangerous.Nevertheless, observing and gathering data is as important as in other contexts where the researcher's visibility is not as consequential.Mafiacraft provides a model for how to collect and interpret ethnographic data through the fog of social silence.If silence binds the Cosa Nostra together within the Sicilian social order, breaking that silence renders the mafia visible and provides political agency to those who take a stand against it.Puccio-Den proves that silence gives way to meaningful noise if the correct analytical lens is used.Silence, both a sensory and an analytic experience, enables her to develop a comprehensive understanding of the Sicilian mafia, but, more generally, of crime and violence as social and cultural phenomena.Ethnographic work provides an ideal approach to unpacking the presence and absence of mafia actors in Sicilian private and public spheres.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.588
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.033
GPT teacher head0.373
Teacher spread0.340 · 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.

Study designNot applicable
Domainnot available
GenreEmpirical

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
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueAnthropologicaSame topicCrime, Illicit Activities, and GovernanceFrench-language works237,207