Evidence map›Paper›PMID 40644027›Full record

ArticleIEEE ... International Conference on Rehabilitation Robotics : [proceedings]2025

Developing a Methodology for Quantifying Infant Interaction with a Robotic Toy.

McKenzie E Davis, O Francis Sowande, Julie Skorup, Melanie Segado, Frances Shofer, Laura A Prosser, Michelle J Johnson

Abstract read
In one paragraph

Article in IEEE ... International Conference on Rehabilitation Robotics : [proceedings], 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

7 authors.

McKenzie E Davis
O Francis Sowande
Julie Skorup
Melanie Segado
Frances Shofer
Laura A Prosser
Michelle J Johnson

Funding

Automated Assessment of Neurodevelopment in Infants at Risk for Motor DisabilityR01HD097686 · NICHD · UNIVERSITY OF PENNSYLVANIA · PI JOHNSON, MICHELLE J., KORDING, KONRAD P. · 2019 to 2024
$3.3M
SmarToyGym: Smart detection of atypical toy-oriented actions in at-risk infantsR21HD084327 · NICHD · UNIVERSITY OF PENNSYLVANIA · PI JOHNSON, MICHELLE J. · 2015 to 2016
$459k
NICHD NIH HHS R01 HD097686NICHD NIH HHS R21 HD084327
6 · The paper itself

Abstract

Preterm infants are at increased risk for developmental delays and disability such as cerebral palsy. When these delays are detected early, movement training can significantly improve patients' quality of life. Instrumented toys have the potential to solve the pressing need for easily accessible, inexpensive diagnostic tools for infant development. While many studies have focused on developing toys for sensor-based assessment, the body of work dedicated to developing quantitative measurements from this data is minimal and has several limitations. Using a consistent and novel video coding methodology, a case study of $\text{1 8}$ preterm and full-term infants' videotaped interactions with the Play and Neuro Development Assessment (PANDA) Gym, an affordable, mechatronic, and sensor-based play environment, were analyzed. The coding methodology was able to quantify infant interactions with the PANDA toy and differences between preterm and full-term infants, but future analysis of involuntary interactions and a larger sample size are needed to determine whether results are consistent with expected developmental milestones.

Indexed as

Play and PlaythingsRoboticsChild DevelopmentFemaleHumansInfantInfant, NewbornInfant, PrematureMaleVideo Recording

Identifiers

PMID40644027
PMCPMC12861174

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.