Hemodialysis Arteriovenous Fistula Self-cannulation
Bibliographic record
Abstract
PURPOSE/OBJECTIVES: This article discusses how Orem's theory was applied to the revision of supporting documents in the patient-teaching process and subsequently the nurse's role in the patient's learning experience. BACKGROUND/RATIONALE: Teaching based on didactic, provider-focused objectives is ineffective in meeting patient's learning needs. There is a lack of conclusive research on the development of appropriate patient-teaching endeavors for the acquisition of knowledge and skills related to the performance of hemodialysis arteriovenous fistula self-cannulation. DESCRIPTION OF THE PROJECT/INNOVATION: To prepare patients for home hemodialysis, Orem's self-care-deficit nursing theory was used to guide the revisions of a patient assessment and learning documentation template, the development of a self-cannulation teaching resource and to foster a renewed sense of the nurse's role in the teaching process. INTERPRETATION/CONCLUSION: The application of self-care-deficit nursing theory to the update and development of patient-teaching documentation and resources for self-cannulation provides the nurse with a theoretical approach to assess, plan, evaluate, and document teaching from a patient-focused perspective. Theory in practice provides a means to support and highlight the role of nurses in the patient-learning process. The utilization of practical activities to introduce theory into teaching provides a means to structure care processes and to enhance nurse's adoption of theory in practice. IMPLICATIONS: Orem's theory provides a relevant, useful framework to guide nurses in teaching patients self-care. Research on the exploration of nurse's attitudes related to the benefit of adopting theory when teaching patients to perform hemodialysis self-care is needed.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".