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Record W1989169303 · doi:10.5737/1181912x153151155

Needs of patients and families undergoing autologous peripheral blood stem cell transplantation

2005· article· en· W1989169303 on OpenAlexvenueno aff
Betty Ann Griffiths

Bibliographic record

VenueCanadian Oncology Nursing Journal · 2005
Typearticle
Languageen
FieldMedicine
TopicCancer survivorship and care
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineThematic analysisTransplantationPeripheral bloodQuality of life (healthcare)Intensive care medicineStem cellOncologyQualitative researchNursingInternal medicine

Abstract

fetched live from OpenAlex

Autologous peripheral blood stem cell transplantation (APBSCT) as a rescue for myeloablative chemotherapy has become the standard of care for several malignancies. The majority of pre-transplant treatment is provided in outpatient oncology clinics and early discharge post-transplant is facilitated by the use of colony stimulating factors. The patient/family is then required to manage complex self-care in the home environment (Johns, 1998; Poloquin, 1997; Schulmeister et al., 2005). This needs assessment was undertaken to determine how to improve the quality of care delivery for patients/families undergoing APBSCT. This qualitative research utilized unstructured interviews, observation, and field notes for data collection. Data were analyzed using thematic content analysis. Four key concepts to enhance the quality of care delivery emerged: knowledge, communication, support, and skill.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.764
Threshold uncertainty score0.948

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.010
GPT teacher head0.250
Teacher spread0.241 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations5
Published2005
Admission routes1
Has abstractyes

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