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PS-C03-1: FULLY REMOTE INITIATION OF HOME BLOOD PRESSURE MONITORING INCLUDING ELECTRONIC TRANSMISSION OF RESULTS

2023· article· en· W4315707236 on OpenAlexaff
André Michaud, Lyne Cloutier, Alain Vadeboncœur, Rémi Goupil

Bibliographic record

VenueJournal of Hypertension · 2023
Typearticle
Languageen
FieldHealth Professions
TopicMobile Health and mHealth Applications
Canadian institutionsMontreal Heart InstituteUniversité du Québec à Trois-RivièresHôpital du Sacré-Cœur de MontréalUniversité de Sherbrooke
Fundersnot available
KeywordsMedicineVital signsBlood pressureCoronavirus disease 2019 (COVID-19)PandemicTelemedicineTransmission (telecommunications)Emergency medicineMedical emergencyIsolation (microbiology)Social distanceHealth careDiseaseInternal medicineSurgeryInfectious disease (medical specialty)

Abstract

fetched live from OpenAlex

Objective: The pressure exerted on the health care system from COVID-19 pandemic is unprecedented. Social distancing and self-isolation called for innovative, readily implementable, and effective short-term health solutions. The objective of this study was to assess the feasibility of a remote initiation of home health surveillance, including home blood pressure monitoring (HBPM), carried out by confined hypertensive adults diagnosed with COVID-19. Design and method: Individuals included in the study were between 40 and 69 years old with a known diagnosis of hypertension and a recent positive SARS-CoV-2 PCR test. During the initial phone contact and following electronic consent, participants were directed to a secure online platform to obtain all the information needed to participate in the study. Each participant received at home the equipment needed for vital signs assessment, including a LifeSource® UA-651BLE BP monitoring device. The Sphygmo® mobile app was used by the participants for the electronic transmission of results. Participants had to assess their symptoms and completed vital signs including two BP measurements, twice a day, for 14 consecutive days. Electronic and written guidance was also provided to participants on the correct method to perform the various vital signs measurements and data collection. Results: A total of 46 participants completed the study. The mean age was 54.1 ± 6.9 years and 54% of participants were men. On average, participants performed 12.3 days of measurements, 4.4 BP measurements per day for an average total of 54 BP measurements, Among the 46 participants, 11(24%) sent an email and two participants (4%) made a phone call for technical assistance. Conclusions: In a pandemic context, among hypertensive participants with a positive SARS-CoV-2 PCR test, the completed remote initiation of HBPM with electronic transmission of results is feasible. Moreover, participants were able to perform nearly fourteen days of BP measurements including self-assessment of symptoms, twice a day, and transmit their data using a mobile app and a web-based platform.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.025
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0020.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0250.008

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 head0.099
GPT teacher head0.400
Teacher spread0.301 · 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 designNot applicable
Domainnot available
GenreMethods

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".

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Citations0
Published2023
Admission routes1
Has abstractyes

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