MétaCan
Menu
Back to cohort
Record W3142593560 · doi:10.48336/ijdafc5705

On Trampled Ground: Unsettling Critical Social Work in Un/Sanctioned Safe Consumption Sites

2021· article· en· W3142593560 on OpenAlexaffabout
Amanda Warner

Bibliographic record

VenueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsYork University
Fundersnot available
KeywordsGrassrootsSubversionSocial workSociologyConsumption (sociology)HarmWork (physics)Political scienceAestheticsLawPoliticsSocial scienceEngineeringArt

Abstract

fetched live from OpenAlex

In her work, Rossiter (2011) considered the violence inherent in representation and called for a critical social work that is committed to an unsettled practice. In following Rossiter’s call to action , this article works to unsettle the trampled ground on which I walk to draw out the unsettled nature that is critical social work within the slippery and often unknowable parameters of grassroots and professional social work spaces. In utilizing my own experience in the unsanctioned Moss Park Overdose Prevention Site and the sanctioned Toronto Safe Consumption Site, I ask, What is critical social work? How is it tied to resistance and subversion? What happens when radical roots are co-opted by the state? In three sections, Grassroots, Professional, and Positionality, I assert that social work must always be unsettled in order to resist oppressive practices within. Using harm reduction and safe consumption services to discuss an unsettled practice, I conclude that social work must always be unsettled and continuously work to decentre itself

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)0.033
metaresearch head score (Gemma)0.029
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score0.175

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0330.029
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.002
Science and technology studies0.0500.216
Scholarly communication0.0320.030
Open science0.0040.043
Research integrity0.0070.020
Insufficient payload (model declined to judge)0.0050.001

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 head0.028
GPT teacher head0.313
Teacher spread0.285 · 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 designQualitative
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
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueThe Journal of Macrodynamic Analysis (Memorial University of Newfoundland)Same topicSocial Work Education and PracticeFrench-language works237,207