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Record W2313782567 · doi:10.1300/j010v38n02_02

Transformations

2004· article· en· W2313782567 on OpenAlexaff
Stephen Giles

Bibliographic record

VenueSocial Work in Health Care · 2004
Typearticle
Languageen
FieldArts and Humanities
TopicArt Therapy and Mental Health
Canadian institutionsToronto General HospitalUniversity Health Network
Fundersnot available
KeywordsLived experienceQualitative researchExploratory researchPsychologySociologyPopulationEmbodied cognitionNursingMedicinePsychotherapistSocial scienceEpistemology

Abstract

fetched live from OpenAlex

With a growth in home-care, and increased funding for dialysis, there is a need for the field of Social Work to understand the life-world of people who experience home haemodialysis technology (HDDT). Given little research has focussed on the lived-experiences of this population (Nagle, 1995), an exploratory qualitative study was employed (Strauss & Corbin, 1998). The study investigated the embodied life-world experiences of this population using phenomenological methods (Kvale, 1996; van Manen, 1997). The data was collected and analyzed in terms of the four basic phenomenological categories of lived-time, lived-body, lived-spatiality, lived-relations with others and self (van Manen, 1997). A purposive sample of four was selected, and interviewed using semi-structured interviews, with each participant experiencing various lengths of HHDT. The findings revealed that their life-world had been transformed by their experience of HHDT. In particular, it was documented how participants' adoption of medical practice and discourse has impacted the lived-body, suggesting a need to adopt a plain language or holistic medical discourse practice approach for communication with patients which supports bodily-integrity and sovereignty. Additional findings centered on the incorporation of HHDT into the family unit, and how HHDT may present a health care access barrier to those without homes. Moreover, aspects of the transformation of the home into a hospital were highlighted. Finally, it is suggested that social assessment should consider the patient and family's experience of the dialysis machine.

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)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.044
Threshold uncertainty score0.147

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0050.007
Scholarly communication0.0080.007
Open science0.0020.011
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0440.012

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 head0.035
GPT teacher head0.311
Teacher spread0.276 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2004
Admission routes1
Has abstractyes

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