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Record W4385584067 · doi:10.14740/cr1530

Safety and Feasibility of Tele-Cardiac Rehabilitation Using Remote Biological Signal Monitoring System: A Pilot Study

2023· article· en· W4385584067 on OpenAlexvenueno aff
Miho Nishitani‐Yokoyama, Kazunori Shimada, Kei Fujiwara, Abidan Abulimiti, Hiroki KASUYA, Mitsuhiro Kunimoto, Yurina Yamaguchi, Minoru Tabata, Masakazu Saitoh, Tetsuya Takahashi, Hiroyuki Daida, Shuko Nojiri, Tohru Minamino

Bibliographic record

VenueCardiology Research · 2023
Typearticle
Languageen
FieldMedicine
TopicCardiac Health and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineRehabilitationPhysical therapyMedical emergency

Abstract

fetched live from OpenAlex

Background: Cardiac rehabilitation (CR) is categorized as a class I recommendation in the guidelines for the management of patients with cardiovascular disease (CVD). However, the penetration rate of outpatient CR is low in Japan. We designed a pilot study to evaluate the safety and feasibility of tele-CR using a remote biological signal monitoring system. Methods: A total of nine patients (median aged 70.0 (66.0 - 76.0) years (male = 6) with CVD who participated in phase II CR for 1 month under the exercise prescription using the cardiopulmonary exercise test (CPET) were analyzed. They participated in the tele-CR program with a remote biological signal monitoring system (Nipro HeartLineTM, Osaka, Japan, and Duranta, Miyagi, Japan) in the CR room and were instructed by the CR staff from a separate room in the hospital. We evaluated the occurrence and degree of remote biological signal monitoring defects as safety evaluation items, i.e., whether the patients could set the remote biological signal monitoring equipment, as a feasibility evaluation item during a 3-month period. We also performed CPET at the baseline and follow-up. Following the 3-month tele-CR program, a total of 122 remote CR programs were performed using the remote biological signal monitoring system. Results: No patient experienced a lack of remote biological signal monitoring during exercise therapy. Significant improvement was noted in the exercise capacity, as assessed using the cardiopulmonary test (from 19.5 (16.7 - 20.2) mL/kg/min to 21.1 (17.3 - 22.8) mL/kg/min, P = 0.01, age ratio from 86% (75-96%) to 99% (78-104%), P = 0.01). One patient required support using the remote biological signal monitoring system, including information technology literacy. Conclusions: This study suggests the safety and feasibility of tele-CR using the remote biological signal monitoring system. However, further investigations are required to explore the suitability, effects, and cost-effectiveness of tele-CR as an alternative to center-based CR in the future.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.013
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.011
Threshold uncertainty score0.440

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0130.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.355
GPT teacher head0.512
Teacher spread0.156 · 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 teacher head, 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

Citations6
Published2023
Admission routes1
Has abstractyes

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