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An examination of the postdischarge recovery experience of patients who have had heart surgery

2010· article· en· W1554699243 on OpenAlexaff
Suzanne Fredericks, Monica DaSilva

Bibliographic record

VenueJournal of Nursing and Healthcare of Chronic Illness · 2010
Typearticle
Languageen
FieldMedicine
TopicCardiac Health and Mental Health
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsMedicineCoronary artery bypass surgeryCardiac surgeryArteryValve replacementComplicationSurgeryInternal medicine

Abstract

fetched live from OpenAlex

fredericks s & dasilva m (2010) Journal of Nursing and Healthcare of Chronic Illness 2 , 281–291 An examination of the postdischarge recovery experience of patients who have had heart surgery Aim. This review was conducted to address the clinically relevant question: What is the postoperative recovery experience of the individual who has had Coronary Artery Bypass Graft and Valve Replacement surgery? Background. Although resources to promote recovery following Coronary Artery Bypass Graft and Valve Replacement surgery are provided, over a quarter of all patients are being readmitted to hospitals with postoperative complications experienced during the first 3 months of recovery. A possible reason for the high rate of readmission following heart surgery is the quality of patient engagement in the performance of self‐care behaviours. In particular, patients who have had CABG and/or VR may not be fully engaged in the required self‐care behaviours during their first 3 months of recovery. Methods. A review of studies that examined the postoperative recovery experience of patients who had CABG and/or VR was conducted. Results. Findings suggest the type of post‐operative complication identified during the first 3 months of recovery following Coronary Artery Bypass Graft and Valve Replacement was either cognitive or cardiac in nature. As well, the number of self‐care behaviours patients engage in during their hospital discharge was slightly less than the number of behaviours patients performed while in hospital. Conclusion and relevance to clinical practice. As close to half of the sample reported some form of cognitive impairment within the first 3 months following surgery, it is possible that this impairment may have influenced the type and number of self‐care behaviours performed. Therefore, further research is needed to determine the best time to educate patients during their recovery following hospital discharge.

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)0.003
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.022
GPT teacher head0.353
Teacher spread0.330 · 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 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

Citations11
Published2010
Admission routes1
Has abstractyes

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