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Record W3001455506 · doi:10.1108/dat-06-2019-0024

Networked psychostimulants: a web-based ethnographic study

2020· article· en· W3001455506 on OpenAlexaff
Caroline Robitaille

Bibliographic record

VenueDrugs and Alcohol Today · 2020
Typearticle
Languageen
FieldPsychology
TopicMental Health Research Topics
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsContext (archaeology)EthnographyPerspective (graphical)Value (mathematics)OriginalitySociologyQualitative researchParticipant observationPsychologySocial scienceComputer scienceAnthropologyGeography

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to understand contemporary psychostimulant use among members of online discussion fora. Two objectives are addressed: to describe accounts of practices related to psychostimulant use, and to examine how these pharmaceuticals may shape contemporary subjectivities. Design/methodology/approach This paper presents a qualitative analysis of three online discussion fora belonging to Reddit. Drawing on actor-network theory, psychostimulants are envisaged as networked actants to understand the underlying logics related to their use. Non-participant observation of r/Adderall was carried out over an 18-month period. A qualitative analysis of postings on the three selected fora was also performed. Findings For each discussion forum, a network comprised of human and non-human actors was observed: members of the forum, psychostimulants as objects and subreddits as agentic spaces. This study reveals the emergence of multiple subjectivities associated with psychostimulant use: productivity, wellness and enhancement‐related. Practical implications Findings open to a wider debate regarding public health’s and healthcare professionals’ understanding of psychostimulant use outside of the clinical setting and how this may contrast with how psychostimulant use is practiced in context. Originality/value This research shows new online socio-cultural spaces formed around psychostimulant use. Calling upon a web-based ethnographic approach, this research presents a new perspective on the contemporary use of psychostimulants.

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)0.001
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.426
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.106
GPT teacher head0.416
Teacher spread0.310 · 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 designObservational
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

Citations2
Published2020
Admission routes1
Has abstractyes

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