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Abstract 14493: Strength- and Aerobic-Based Cardiac Rehabilitation Improves Intermediate Outcomes and Functional Capacity in Patients With Diabetes

2022· article· en· W4380795617 on OpenAlexaff
Nina Liu, Anthony Khong, Elizabeth Cortez-Toledo, Humberto Dionísio de Andrade, Jose Gonzalez Tinoco, MARGARET JUNKER, Javier E. López

Bibliographic record

VenueCirculation · 2022
Typearticle
Languageen
FieldMedicine
TopicCardiac Health and Mental Health
Canadian institutionsHumber Polytechnic
Fundersnot available
KeywordsMedicineCardiorespiratory fitnessAerobic exerciseRehabilitationPhysical therapyAerobic capacityBlood pressureDiabetes mellitusInternal medicineCohortCardiologyEndocrinology

Abstract

fetched live from OpenAlex

Background: Improvement in cardiorespiratory fitness during comprehensive cardiac rehabilitation (CR) is associated with improved cardiovascular prognosis. However, data on the improvement of intermediate outcomes (IOs) also associated with improved prognosis, i.e., low density lipoprotein (LDL) cholesterol and systolic blood pressure (SBP), in patients living with diabetes (DM) has been conflicting. The aim of this study is to characterize the integrated effects of combining strength and aerobic training on these IOs and functional capacity for patients living with and without DM. Methods: We retrospectively reviewed 377 CR program enrollments from 333 individual patients from 12/2019 - 3/2022. Paired functional capacity was assessed by the metabolic equivalent of task (METs) in a 6-minute walk test (6-MWT), arm curl reps, chair-to-stand reps, and timed up and go test. Demographics and IOs were obtained from the electronic records. P-values were determined by the Chi-square test for categorical variables and Mann-Whitney U test for continuous variables. Results: Baseline demographics and comorbidities of our cohort are described in Table 1. Patients with DM had more CAD and CKD. All patients undergoing CR showed integrated improvements in LDL with functional capacity in this paired analysis. However, patients without DM demonstrated a more significant reduction in SBP (Table 2). Conclusions: Combining strength and aerobic training resulted in integrated improvements in lipids and functional outcomes between patients with and without DM. Our results highlight the efficacy of this combined training for all CR patients, and the need for closer monitoring and management of SBP, a critical disease driver in patients with DM, CAD, and CKD.

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)0.001
metaresearch head score (Gemma)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.012
GPT teacher head0.243
Teacher spread0.231 · 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

Citations0
Published2022
Admission routes1
Has abstractyes

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