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Record W3161314466 · doi:10.1080/10437797.2021.1912676

Teaching Note—Preparing Social Workers for the Digital Future of Social Work Practice

2021· article· en· W3161314466 on OpenAlexafffund
Faye Mishna, Jane E. Sanders, Karen M. Sewell, Betsy Milne

Bibliographic record

VenueJournal of Social Work Education · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsUniversity of Toronto
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsSocial workInformation and Communications TechnologyDocumentationPublic relationsEquity (law)SociologyWork (physics)Medical educationPedagogyPolitical scienceMedicineEngineeringComputer science

Abstract

fetched live from OpenAlex

The COVID-19 pandemic prompted an abrupt shift in the use of information and communication technology (ICT) in practice. The pre-pandemic use of informal ICT was already ubiquitous in social work practice. The purpose of this teaching note is to highlight that social work education must prepare students for practice using ICT during COVID-19 and beyond. Incorporated are findings from an international study on informal ICT use before COVID-19, which confirmed its ubiquity in social work, underscoring the need to educate and prepare social workers to use ICTs. Six knowledge areas important for social work education related to ICT use are discussed: integrating theoretical foundations; ethical considerations; confidentially and documentation; access and equity; risk assessment and management; and supervision and policy.

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)0.003
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.925
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.002
Science and technology studies0.0070.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.022
GPT teacher head0.387
Teacher spread0.365 · 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

Citations22
Published2021
Admission routes2
Has abstractyes

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