Evidence map›Paper›PMID 40599175›Full record

ArticleJournal of clinical and translational science2025

Domain-specific participant recruitment exceeds the application of "Targeted" advertisement from common online advertising platforms.

Joseph Powell, Kyle Webster, Siobhan Efionayi, Timothy Engelman, W H Wilson Tang, P Xiao Li

Abstract read
In one paragraph

Article in Journal of clinical and translational science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Joseph PowellDepartment of Biochemistry, Case Western Reserve University, Cleveland, OH, USA.ORCID https://orcid.org/0000-0002-0798-2196
Kyle WebsterDepartment of Biochemistry, Case Western Reserve University, Cleveland, OH, USA.
Siobhan EfionayiDepartment of Biochemistry, Case Western Reserve University, Cleveland, OH, USA.
Timothy EngelmanDepartment of Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA.
W H Wilson TangDepartment of Cardiovascular Medicine, Heart Vascular and Thoracic Institute, Cleveland Clinic, Cleveland, OH, USA.
P Xiao LiDepartment of Biochemistry, Case Western Reserve University, Cleveland, OH, USA.

Funding

Using Wearable Technology to Assess Recovery and Detect Post-Operative Complications Following Cardiothoracic SurgeryR01HL159170 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI Xiao Li, Chi-Fu Yang · 2022 to 2026
$3.5M
NHLBI NIH HHS R01 HL159170
6 · The paper itself

Abstract

Introduction: Insufficient sample sizes threatened the fidelity of the primary research trials. Even if the research group recruits a sufficient sample size, the sample may lack diversity, reducing the generalizability of the results of the study. Evaluating the effectiveness of online advertising platforms (e.g., Facebook & Google Ads) versus traditional recruitment methods (e.g., flyers, clinical participation) is essential. Methods: Patients were recruited through email, electronic direct message, paper advertisements, and word-of-mouth advertisement (traditional) or through Google Ads and Facebook Ads (advertising) for a longitudinal study on monitoring COVID-19 using wearable devices. Participants were asked to wear a smart watch-like wearable device for ∼ 24 hours per day and complete daily surveys. Results: The initiation conversion rate (ICR, impressions to pre-screen ratio) was better for traditional recruitment (24.14) than for Google Ads, 28.47 ([0.80, 0.88]; p << 0.001). The consent conversion rate (CCR, impressions to consent ratio) was also higher for traditional recruitment (66.54) than for Google Ads, 2961.20 ([0.015, 0.030]; p << 0.001). Participants recruited through recommendations or by paper flier were more likely to participate initially (Χ Conclusions: While Google Ads target users based on keywords, they do not necessarily improve participation. However, our findings are based on a single study with specific recruitment strategies and participant demographics. Further research is needed to assess the generalizability of these findings across different study designs and populations.

Indexed as

diversityengagementimplementationrecruitmentretentionStudy design

Identifiers

PMID40599175
PMCPMC12209964

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.