Evidence map›Paper›PMID 33465730›Full record

ArticleInfant behavior & development2021

Sensing everyday activity: Parent perceptions and feasibility.

Hannah I Levin, Dominique Egger, Lara Andres, Mckensey Johnson, Sarah Kate Bearman, Kaya de Barbaro

Abstract read
In one paragraph

Article in Infant behavior & development, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Article
  2. Article
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  5. Article
  6. The Feasibility of Remote Visual-World Eye-Tracking With Young Children.Open mind : discoveries in cognitive science · 2025
    Article
  7. Article
  8. Article
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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.

Hannah I LevinSchool of Communication, Northwestern University, United States. Electronic address: HannahLevin@u.northwestern.edu.
Dominique EggerDepartment of Educational Psychology, University of Texas at Austin, United States.
Lara AndresDepartment of Educational Psychology, University of Texas at Austin, United States.
Mckensey JohnsonDepartment of Psychology, University of Texas at Austin, United States.
Sarah Kate BearmanDepartment of Educational Psychology, University of Texas at Austin, United States.
Kaya de BarbaroDepartment of Psychology, University of Texas at Austin, United States.

Funding

High-density markers of mother-infant bio-behavioral activity "in the wild": Developing a mobile-sensing paradigm to examine transmission of mental health risksK01MH111957 · NIMH · UNIVERSITY OF TEXAS AT AUSTIN · PI DE BARBARO, KAYA · 2017 to 2021
$473k
NIMH NIH HHS K01 MH111957
6 · The paper itself

Abstract

Mobile and wearable sensors provide a unique opportunity to capture the daily activities and interactions that shape developmental trajectories, with potential to revolutionize the study of development (de Barbaro, 2019). However, developmental research employing sensors is still in its infancy, and parents' comfort using these devices is uncertain. This exploratory report assesses parent willingness to participate in sensor studies via a nationally representative survey (N = 210) and live recruitment of a low-income, minority population for an ongoing study (N = 359). The survey allowed us to assess how protocol design influences acceptability, including various options for devices and datastream resolution, conditions of data sharing, and feedback. By contrast, our recruitment data provided insight into parents' true willingness to participate in a sensor study, with a protocol including 72 h of continuous audio, motion, and physiological data. Our results indicate that parents are relatively conservative when considering participation in sensing studies. However, nearly 41 % of surveyed parents reported that they would be at least somewhat willing to participate in studies with audio or video recordings, 26 % were willing or extremely willing, and 14 % reported being extremely willing. These results roughly paralleled our recruitment results, where 58 % of parents indicated interest, 29 % of parents scheduled to participate, and 10 % ultimately participated. Additionally, 70 % of caregivers stated their reason for not participating in the study was due to barriers unrelated to sensing while about 25 % noted barriers due to either privacy concerns or the physical sensors themselves. Parents' willingness to collect sensitive datastreams increased if data stayed within the household for individual use only, are shared anonymously with researchers, or if parents receive feedback from devices. Overall, our findings suggest that given the correct circumstances, mobile sensors are a feasible and promising tool for characterizing children's daily interactions and their role in development.

Indexed as

CaregiversParentsChildFeasibility StudiesHumansPerceptionSurveys and QuestionnairesCaregiver-Child InteractionsDevelopmental PsychologyMobile SensorsPrivacyUbiquitous ComputingWearable sensors

Identifiers

PMID33465730
PMCPMC9128842

What OpenQuestion holds

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Registered trials

None linked

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.