Evidence map›Paper›PMID 37928351›Full record

ArticleFrontiers in pediatrics2023

Quantifying interaction with robotic toys in pre-term and full-term infants.

Collin Kather, Frances S Shofer, Jeong Inn Park, Daniel Bogen, Samuel R Pierce, Konrad Kording, Kathleen A Nilan, Huayan Zhang, Laura A Prosser, Michelle J Johnson

Registry-linked trialAbstract read
In one paragraph

Article in Frontiers in pediatrics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT02813889 (SmarToyGym), which is not on this map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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.

NCT02813889 nacompletednot on this map

SmarToyGym: Smart Detection of Atypical Toy-oriented Actions in At-risk Infants

TypeinterventionalSponsorUniversity of PennsylvaniaRan2015 to 2022Enrolled36ConditionsCerebral Palsy, Developmental Delay, Stroke, Fine Motor DelayArmsSmarToyGym
3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Developing a Methodology for Quantifying Infant Interaction with a Robotic Toy.IEEE ... International Conference on Rehabilitation Robotics : [proceedings] · 2025
    Article
  2. 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

10 authors.

Collin KatherRehabilitation Robotics Lab, Department of Physical Medicine and Rehabilitation, University of Pennsylvania, Philadelphia, PA, United States.
Frances S ShoferDepartment of Emergency Medicine, University of Pennsylvania, Philadelphia, PA, United States.
Jeong Inn ParkDepartment of Bioengineering, University of Pennsylvania, Philadelphia, PA, United States.
Daniel BogenDepartment of Bioengineering, University of Pennsylvania, Philadelphia, PA, United States.
Samuel R PierceDepartment of Physical Therapy, The Children's Hospital of Philadelphia, Philadelphia, PA, United States.
Konrad KordingDepartment of Bioengineering, University of Pennsylvania, Philadelphia, PA, United States.
Kathleen A NilanDivision of Neonatology, The Children's Hospital of Philadelphia, Philadelphia, PA, United States.
Huayan ZhangDivision of Neonatology, The Children's Hospital of Philadelphia, Philadelphia, PA, United States.
Laura A ProsserDepartment of Pediatrics, University of Pennsylvania, Philadelphia, PA, United States.
Michelle J JohnsonRehabilitation Robotics Lab, Department of Physical Medicine and Rehabilitation, University of Pennsylvania, Philadelphia, PA, United States.

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
Towards Objective Metrics to Quantify the Role of HIV and Increasing Cognitive Demand on Instrumental ADLs in People Aging with HIVR21AG073173 · NIA · UNIVERSITY OF PENNSYLVANIA · PI JOHNSON, MICHELLE J. · 2021 to 2022
$424k
NIA NIH HHS R21 AG073173NICHD NIH HHS R01 HD097686NICHD NIH HHS R21 HD084327
6 · The paper itself

Abstract

Infants born pre-term are at an increased risk for developmental, behavioral, and motor delay and subsequent disability. When these problems are detected early, clinical intervention can be effective at improving functional outcomes. Current methods of early clinical assessment are resource intensive, require extensive training, and do not always capture infants' behavior in natural play environments. We developed the Play and Neuro Development Assessment (PANDA) Gym, an affordable, mechatronic, sensor-based play environment that can be used outside clinical settings to capture infant visual and motor behavior. Using a set of classification codes developed from the literature, we analyzed videos from 24 pre-term and full-term infants as they played with each of three robotic toys designed to elicit different types of interactions-a lion, an orangutan, and an elephant. We manually coded for frequency and duration of toy interactions such as kicking, grasping, touching, and gazing. Pre-term infants gazed at the toys with similar frequency as full-term infants, but infants born full-term physically engaged more frequently and for longer durations with the robotic toys than infants born pre-term. While we showed we could detect differences between full-term and pre-term infants, further work is needed to determine whether differences seen were primarily due to age, developmental delays, or a combination.

Indexed as

infant developmentmovementneurodevelopmentneurorehabilitationpreterm birthrehabilitation roboticstoyvision

Identifiers

PMID37928351
PMCPMC10622661

What OpenQuestion holds

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Registered trials

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.