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Record W127719822

'I thought they would just let me do my job': Work-based practica in social work and welfare

2007· article· en· W127719822 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueVictoria University Research Repository (Victoria University) · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsnot available
Fundersnot available
KeywordsDisadvantagedWelfareDisadvantageWork (physics)Equity (law)Social workSociologyPublic relationsPedagogyPsychologyPolitical scienceLawEngineering
DOInot available

Abstract

fetched live from OpenAlex

Social work and welfare education courses are underpinned by concepts such as equity, disadvantage and access as the guiding principles of practice with client groups. However, the ‘clients’ of the university, the students, are often disadvantaged in the current economic climate as they struggle to find the work/life balance with studying. In addition, many students who also currently work in the welfare field feel further disadvantaged as the knowledge and skills they bring to the course often go unrecognised. At the same time, university educators often struggle to locate sufficient numbers of stimulating learning opportunities for practica. We wondered if the time was right to explore work based practica (WBP) as a way of addressing these issues. And we wondered what common practica was across our networks with regard to WBP. This article presents the findings of a three-stage project on the current practices, concerns, benefits and disadvantages of WBP (that is practica in a student’s place of employment) in social work and welfare education in Australia, New Zealand and Canada. Recommendations are presented so that WBP can be a more educationally sound option

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.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.871
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.008
Science and technology studies0.0080.001
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.053
GPT teacher head0.349
Teacher spread0.296 · 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