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Record W278324867

"But Is It Education?": The Challenge of Creating Effective Learning for Survivors of Trauma

2004· article· en· W278324867 on OpenAlexaboutno aff
Jenny Horsman

Bibliographic record

VenueWomen’s Studies Quarterly · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicPoverty, Education, and Child Welfare
Canadian institutionsnot available
Fundersnot available
KeywordsLiteracyWork (physics)Information literacyPsychologyPedagogyPublic relationsPolitical scienceMedical educationSociologyMedicineEngineering
DOInot available

Abstract

fetched live from OpenAlex

Women often start literacy programs with a desperate hope to finally improve their education and begin to make essential changes in their lives. Some, who live with daily domestic violence, may believe that literacy or a better education will be a first step toward finding a paid job and escape. Others may hope to heal through pursuing their education.1 However, unacknowledged impacts of trauma on their learning may mean learners get only a chance to fail, to falsely confirm to themselves that they really cannot learn. This pattern leads learners and educators alike to become frustrated with the lack of possibilities for educational success or other fundamental change. In this essay I introduce research that I carried out from 1996 to 1999, looking at the impact of violence on women's literacy learning and program participation in order to develop approaches to literacy work that will assist women to learn (Horsman, 1997, 1998, 1999/2000).2 The research included individual interviews and focus groups with literacy workers, literacy learners, therapists, counselors, and staff of various organizations in five Canadian regions: British Columbia, the Prairies, Central Canada, Atlantic Canada, and the North. Key questions for participants were, What impacts of violence do you see in your literacy program/your work? and How can/should literacy programs address these impacts of violence? During workshops, presentations, and an online seminar, literacy workers and others (from the United States, Australia, Europe, Asia, and Africa, as well as Canada) commented on my early writing and thinking, adding voices and honing the analysis I was beginning to develop (Alphaplus Literacy and Violence Online Seminar, 1998). Because I hoped my research would lead to changes in practice, I followed the first study with another, which was focused on what supports and what hinders making change in literacy programs to more fully support learning for all women and, in particular, those who have experienced violence.3 In a collaborative process with literacy organizations in British Columbia, Alberta, Ontario, and New England, we sought to explore the discourses that support and limit possibilities for change (Heald & Horsman, 2000; Horsman, 2001; Morrish, Horsman, & Hofer, 2002). In the face of objections that were voiced as we spoke about addressing issues of violence as part of education, we wanted to understand more about the discourses that create different understandings of literacy work. Influenced by particular forms of post-structural theory (Weedon, 1987), I was interested in examining discourses as a tool to get outside a focus on what is right. I wanted to examine, instead, how certain discourses-both language and practices-open and close possibilities for reconceptualizing adult literacy work to support learning for all. Dominant discourses shape what we understand to be proper literacy work and education and impede program changes that might support learning for those who have experienced violence. Discourses about violence and education seem key in shaping what we-literacy learners, teachers, administrators, researchers, policy makers, and funders-take for granted about education, students, and teachers. These discourses shape policy, expectations, and whether resources are deemed essential or unnecessary. For example, if we know that education is not therapy and that dealing with the self and emotions is a matter for therapy sessions, not the classroom, then we see no need to learn anything about counseling. Counseling, in this frame, is not part of the work of a teacher. When dominant discourses have the force of government behind them, when they inform work practices, reporting processes, and the structure of funding, they are hard to resist. In literacy, the dominant discourses limit recognition of the extent of violence and the effects of violence on learning. The impact of violence is traditionally seen as separate from education and viewed as a matter for therapeutic interventions. …

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)0.012
metaresearch head score (Gemma)0.017
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: none
Teacher disagreement score0.034
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.017
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0230.035
Scholarly communication0.0180.017
Open science0.0030.017
Research integrity0.0070.012
Insufficient payload (model declined to judge)0.0040.001

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 head0.020
GPT teacher head0.320
Teacher spread0.300 · 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

Citations23
Published2004
Admission routes1
Has abstractyes

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Same venueWomen’s Studies QuarterlySame topicPoverty, Education, and Child WelfareFrench-language works237,207