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Record W4286214720 · doi:10.1111/jan.15373

Pragmatism as a philosophical foundation to integrate education, practice, research and policy across the nursing profession

2022· article· en· W4286214720 on OpenAlexaff
Sara Dolan, Lorelli Nowell, Graham McCaffrey

Bibliographic record

VenueJournal of Advanced Nursing · 2022
Typearticle
Languageen
FieldNursing
TopicNursing education and management
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsPragmatismEngineering ethicsSociologyNurse educationNursing researchNursingEpistemologyMedicinePhilosophy

Abstract

fetched live from OpenAlex

AIM: A discussion of the philosophy of pragmatism and how it can underpin and integrate nursing education, practice, research and policy across the nursing profession. BACKGROUND: Although the concepts of plurality, truth, fallibilism, subjectivity and meliorism have been discussed across foundational philosophical literature, the relation of these concepts across various facets of the nursing profession have not been thoroughly articulated in the nursing literature. DESIGN: Critical theoretical reflection. DATA SOURCES: In this article, we draw from literature written on the philosophy of pragmatism from 1907 through to 2021. IMPLICATIONS FOR NURSING: We propose an integrative approach for the nursing profession where education, practice, research and policy speak and contribute to each other through a lens of pragmatism. In this approach, education has a relationship with practice and practice has a direct line to research where nurses on the front lines can engage with pragmatic inquiry. Researchers in return can inform frontline nurses and policymakers of evidence emerging in areas pertinent to practice. These relationships are made possible through integrated knowledge translation by including all stakeholders at every point of knowledge generation. Each facet of the nursing profession is filled with stakeholders of nursing knowledge, who are invested in its utility. Although it requires focused effort to integrate knowledge across the profession, pragmatism calls for action in the face of challenges in hope for a stronger body of nursing knowledge and ultimately profession. CONCLUSION: Pragmatism is an apt philosophy to underpin and integrate nursing education, practice, research and policy across the nursing profession.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.902
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0000.001
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 head0.040
GPT teacher head0.499
Teacher spread0.459 · 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 designOther design
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

Citations27
Published2022
Admission routes1
Has abstractyes

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