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Record W4401773958 · doi:10.1177/10547738241273232

The Role of the Cardiac Surgery Patient in Pain Management: The Patient Perspective

2024· article· en· W4401773958 on OpenAlexaffabout
Laura L. Walton, Elsie Duff, Rakesh C. Arora, Diana E. McMillan

Bibliographic record

VenueClinical Nursing Research · 2024
Typearticle
Languageen
FieldMedicine
TopicAnesthesia and Pain Management
Canadian institutionsHealth Sciences CentreUniversity of ManitobaPan Am Clinic
FundersAgency for Healthcare Research and Quality
KeywordsThematic analysisCoping (psychology)MedicineRehabilitationAnxietyQualitative researchPerspective (graphical)Physical therapyClinical psychologyPsychologyPsychiatry

Abstract

fetched live from OpenAlex

One and a half million cardiac surgeries are completed worldwide each year where undertreated postoperative pain increases the risk of patient morbidity and mortality. Patient-centered pain management is recommended to improve patient outcomes but there is insufficient information regarding how the patient views their role. The objective of this study is to explore cardiac surgery patients’ perspectives on their role in postoperative pain management. This study used an interpretive phenomenological design and convenience sampling. Six participants who had undergone cardiac surgery were recruited from a cardiac rehabilitation program in Western Canada. The first author conducted semi-structured digitally recorded interviews. Sociodemographic characteristics and measures of anxiety and depression were also collected. Emergent thematic analysis of the qualitative data generated three themes: attitude, coping and care, and communication. The findings of this study address a gap in the literature with regard to patients’ perceived roles in pain management. There is a complex relationship between patient attitude, coping and care, and communication which, in turn, influences how patients view their role within the pain management continuum. These themes contribute to the development of the patient role within the pain management continuum and form an integrated feedback loop. The patient’s attitude contributes to their ability to cope with pain and participate in pain assessment and management. Furthermore, their ability to cope and desire to participate influences the development of their attitude. These findings may enhance providers’ understanding of the patient’s perspective and improve pain management outcomes.

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)0.008
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0050.008
Scholarly communication0.0060.005
Open science0.0010.003
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0020.000

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 head0.062
GPT teacher head0.422
Teacher spread0.360 · 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 designQualitative
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

Citations3
Published2024
Admission routes2
Has abstractyes

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