Please use this identifier to cite or link to this item: http://hdl.handle.net/1893/37194
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dc.contributor.advisorTaylor, Anne-
dc.contributor.advisorHapca, Simona-
dc.contributor.authorBradley, Catherine Ann-
dc.date.accessioned2025-07-15T08:16:37Z-
dc.date.issued2024-07-
dc.identifier.urihttp://hdl.handle.net/1893/37194-
dc.description.abstractBackground: Cardiac surgery is invasive resulting in high pain intensity which can be difficult to control. Pain is commonly assessed and treated in the ICU/HDU with reported pain scores (RPS). Analgesic consumption (AC) has been suggested as a proxy or supplement to RPS giving more objective measures. This study examined these patterns of association in the context of physiological, clinical, and demographic data. Methods: A retrospective study of 261 cardiac patients in the ICU/HDU. The analysis had 3 phases, multiple linear regression, logistic regression, and principal component analysis (PCA) which included 56 explanatory variables and 2 outcomes, AUC of pain scores (AUC-RPST) and a binary classification of pain control. The exploration of the associations between applied PCA to understand the latent structures. Results: The final model explained 57.8% of the variance in AUC-RPST (AIC=3348, p<2.2e-16). Higher total opioids and NSAIDs were consistently associated with pain intensity and variability and a lower likelihood of pain control. PCA revealed components associated with higher variance in cH+, HCO3, CVP, history of CKD, AF, CRD were most strongly associated with higher AUC-RPST followed by variance in electrolytes, walking, chest-tubes, and SYSBP. Procedure type and components associated with bypass time, nicotine, marching, and other aspects of magnesium and lactate were negatively associated with AUC-RPST. Conclusions: Healthcare providers should be aware that higher total amounts of analgesics do not necessarily lead to pain control. Patients who have renal insufficiency, hemodynamic instability, altered metabolism, and higher variation in electrolytes have higher AUC-RPST. The findings suggest that while analgesics explain variability of pain outcomes, multiple physiological, demographic, and clinical factors improved understanding of these associations revealing a complex web.en_GB
dc.language.isoenen_GB
dc.publisherUniversity of Stirlingen_GB
dc.subjectpostoperative painen_GB
dc.subjectcardiac surgeryen_GB
dc.subjectpostsurgical painen_GB
dc.subjectpain managementen_GB
dc.subjectnursingen_GB
dc.subjectprincipal component analysisen_GB
dc.subjectmultiple linear regressionen_GB
dc.subjectmultiple logistic regressionen_GB
dc.subjectcardiothoracic surgeryen_GB
dc.subjectanalgesicsen_GB
dc.subjectpain scoreen_GB
dc.subjectassociationen_GB
dc.subject.lcshHeart Surgeryen_GB
dc.subject.lcshPain managementen_GB
dc.subject.lcshPain Measurementen_GB
dc.subject.lcshAnalgesicsen_GB
dc.subject.lcshStatistical methodsen_GB
dc.titleInvestigating patterns of association between analgesic consumption and reported pain scoring in adult cardiothoracic surgical patientsen_GB
dc.typeThesis or Dissertationen_GB
dc.type.qualificationlevelDoctoralen_GB
dc.type.qualificationnameDoctor of Nursingen_GB
dc.rights.embargodate2026-12-30-
dc.rights.embargoreasonI need to write publicationsen_GB
dc.contributor.funderNone - Self Fundeden_GB
dc.author.emailcabradl1@vt.eduen_GB
dc.rights.embargoterms2026-12-31en_GB
dc.rights.embargoliftdate2026-12-31-
Appears in Collections:Faculty of Health Sciences and Sport eTheses

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