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Record W4416026622 · doi:10.1177/15589447251387287

Improving Culturally Sensitive Care in Digit Amputations: A Quality Improvement Project

2025· article· en· W4416026622 on OpenAlexaff
Tiffany Tse, Annie Wang, Daniel Antflek, Ryan Paul, Heather L. Baltzer

Bibliographic record

VenueHand · 2025
Typearticle
Languageen
FieldEngineering
TopicProsthetics and Rehabilitation Robotics
Canadian institutionsUniversity Health Network
Fundersnot available
KeywordsQuality managementPatient educationNumerical digitCulturally sensitiveAmputationQuality (philosophy)Value (mathematics)Maintenance of Certification

Abstract

fetched live from OpenAlex

Introduction: Many patients have spiritual or cultural preferences regarding the disposal and reclamation of amputated parts, yet little is known about the current process. Our goal was to understand patient preferences and increase patient education regarding amputation disposal and reclamation. Methods: A quality improvement approach was used. Stakeholders were interviewed to process map current methods. Amputation patients were surveyed to determine preferences for amputation disposal and reclamation. Using the Plan-Do-Study-Act, change concepts were applied and outcomes measured through the same survey. Descriptive methods, analysis of variance, unpaired t -tests, and run/statistical process control charts were used for analysis. Results: Stakeholders identified barriers against amputation reclamation, including lack of patient access to resources, limited provider clarity surrounding the process, and no standardized policies. Baseline preferences were first gathered from 31 patients: 42% felt educated about the disposal process, 42% were concerned about the treatment of their amputated part, 74% wished to be more informed, and 16% wanted to reclaim their part. Change concepts were then implemented. First, a presentation was given at teaching rounds for medical trainees and staff. Results showed no significant change. Second, an educational handout about amputation disposal was distributed to patients. This showed a significant improvement in patient education, decreased concern for the management of amputated parts, and decreased needs for further discussion with health care providers. Conclusions: Many patients have preferences for amputation disposal. Patients mostly value education and awareness. The format through which education is provided is important—access to educational material may be most beneficial for patients.

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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.492
Threshold uncertainty score0.271

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 head0.007
GPT teacher head0.265
Teacher spread0.257 · 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 designBench or experimental
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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