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Record W4248567994 · doi:10.32920/ryerson.14639580.v1

Timing for delivering individualized patient education intervention to coronary artery bypass graft patients: A RCT

2021· preprint· en· W4248567994 on OpenAlexafffund
Suzanne Fredericks

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicCardiac Health and Mental Health
Canadian institutionsToronto Metropolitan University
FundersUniversity of TorontoUniversity Health Network
KeywordsMedicineRandomized controlled trialPsychological interventionAnxietyIntervention (counseling)Patient educationPhysical therapyNursingInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

Background: The primary focus of this study is on the timing of the delivery of education to patients who had CABG surgery. Aim: To determine the efficacy of an individualized telephone patient education intervention, delivered at two different points in time (1–2 days pre-discharge versus 1–2 days post-discharge) in enhancing the CABG patient's knowledge of self-care behaviours, performance of self-care behaviours, and symptom frequency. Method: A randomized clinical trial that included a convenience sample of first time CABG patients. Individuals who received education pre-discharge were compared to individuals who received education post-discharge on the outcomes. Results: Results indicated no statistically significant difference in outcomes between the two time points. As well, anxiety levels were found to be significantly higher in the pre-discharge group than the post-discharge group. Conclusions: The individualized nature of the educational intervention may have accounted for non-significant findings reported in outcomes between the two time points. Practice implications: Nurses may consider assessing anxiety levels prior to delivery of educational interventions, implement interventions aimed at reducing anxiety levels, and provide individualized teaching.

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)0.009
metaresearch head score (Gemma)0.022
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.049

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.022
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.000

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 head0.033
GPT teacher head0.364
Teacher spread0.332 · 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 designRandomized trial
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
Published2021
Admission routes2
Has abstractyes

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