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Record W4412517786 · doi:10.1177/14680173251318988

Navigating the “crossroads”: Critical realism as the middle path in critical social work research

2025· article· en· W4412517786 on OpenAlexaff
Sandy Rao, Gina Dimitropoulos, Katrina Milaney, Dean T. Eurich, Scott B. Patten

Bibliographic record

VenueJournal of Social Work · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsUniversity of AlbertaUniversity of Calgary
Fundersnot available
KeywordsCritical realism (philosophy of perception)Social workSociologyCritical path methodCritical reflectionWork (physics)EpistemologyRealismSocial psychologyPsychologyPolitical scienceManagementPedagogyPhilosophyEngineering

Abstract

fetched live from OpenAlex

Summary This article navigates the critical crossroads facing contemporary social work, characterized by the schism between the “Empirical Highway” and “Postmodern/Critical Off-Ramp.” By exploring the evolution of scientific thought and its influence on social work—noting the adage that those who do not learn from history are doomed to repeat it, the article advocates for critical realism. This promising metatheory offers a “middle path,” avoiding the well-trodden routes of empirical rigidity and postmodern relativist turn. Critical realism elevates social work to its highest potential, harmonizing with the field's core values to catalyze profound transformation and fulfill its most ambitious ideals. Findings Critical realism synthesizes various research methods within a unified metatheoretical framework, effectively transcending traditional divides such as individual versus structural changes and quantitative versus qualitative methodologies. Rather than eclectically merging research paradigms, critical realism offers a distinctive perspective that acknowledges the inherent partiality and fallibility of all knowledge. This not only fosters collaboration across diverse research traditions but also significantly reshapes the worldview of social workers. Applications Adopting critical realism steers social work onto a transformative, emancipatory path, providing practitioners with tools to analyze and address both individual and structural realities. This approach champions high-impact research that is methodologically rigorous and aligned with social work's goals, focusing on actionable strategies to significantly improve the lives of equity-deserving groups by tackling the structural and underlying root causes of issues, not just effects. This ensures that social work research and practice drive meaningful and enduring policy and societal change.

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)0.015
metaresearch head score (Gemma)0.027
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.896
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0150.027
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.007
Science and technology studies0.0140.003
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.004
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 head0.162
GPT teacher head0.536
Teacher spread0.375 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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