Temporal Dynamics of Vaccine Uptake: Perceptual and Social Drivers of Adoption Speed Across Innovation Diffusion Curve.

Rungting Tu, Cheryl Lin, G Natasha Santoso, Wendy E Braund, Ann M Reed, Pikuei Tu

Abstract read

In one paragraph

Article in Microorganisms, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it

0cells of the map it votes in

1citing 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

1 citing paper in PubMed.

Lessons Unlearned: The Barriers to Lyme Borreliosis Vaccination and the Risk of Repeating History.Vaccines · 2026
Article

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.

Rungting TuDepartment of Business Administration, Tunghai University, Taichung 407, Taiwan.

Cheryl LinPolicy and Organizational Management Program, Duke University, Durham, NC 27708, USA.

G Natasha SantosoPolicy and Organizational Management Program, Duke University, Durham, NC 27708, USA.

Wendy E BraundIndependent Researcher, Fayetteville, NY 13066, USA.ORCID 0000-0001-5785-3539

Ann M ReedSchool of Medicine, Duke University, Durham, NC 27708, USA.

Pikuei TuPolicy and Organizational Management Program, Duke University, Durham, NC 27708, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The effectiveness of infection prevention depends on not only uptake but also the timing of adoption. Vaccination studies typically treat uptake as binary, overlooking

Indexed as

decision-makinghealth behaviorinnovation adoptionmediatornormpublic healthrisk perceptionSARS-CoV-2social influencevaccine hesitancy

Identifiers

PMID42197434

DOI10.3390/microorganisms14051049

PMCPMC13210148

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

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.