Evidence map›Paper›PMID 42944366›Full record

ArticleSensors (Basel, Switzerland)2026

Tablet-Camera Iris Landmarks and EEG/PPG-Derived Arousal Indices During Naturalistic Reading: Geometric Confounding and Exploratory Within-Subject Associations.

Sujin Ko, Jaepyo Park, Mincheol Whang, Dongkook Kim, Moonsook Kim

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

5 authors.

Sujin KoDepartment of Financial Technology Convergence, Soongsil University, Seoul 06978, Republic of Korea.ORCID 0009-0003-9286-9300
Jaepyo ParkDepartment of Financial Technology Convergence, Soongsil University, Seoul 06978, Republic of Korea.
Mincheol WhangHiStranger, Inc., Seoul 04147, Republic of Korea.ORCID 0000-0003-4301-9089
Dongkook KimHiStranger, Inc., Seoul 04147, Republic of Korea.
Moonsook KimHiStranger, Inc., Seoul 04147, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Arousal, the activation dimension of the valence-arousal circumplex, indexes alertness and engagement independently of pleasantness. We evaluated whether MediaPipe FaceLandmarker iris landmark distances from a tablet camera estimate electroencephalography (EEG)- and photoplethysmography (PPG)-derived arousal markers during naturalistic reading. Recordings from 48 participants yielded 43,923 thirty-second windows. Raw iris distances correlated with EEG alpha (r=+0.118) and theta (r=+0.076), but face scale explained 93% of their variance. After face-width normalisation, alpha remained associated (r=+0.076), whereas theta was not statistically significant. Further adjustment for ocular luminance and head pose rendered alpha nonsignificant (r=+0.021, p=0.33). Circular-shift testing identified alpha coupling in 11/48 participants under full control, versus 28/48 using uncorrected Pearson tests. Within-subject Ridge regression, with no raw sample shared between the training and test windows, yielded a nonsignificant group mean correlation (r=+0.078, p=0.07); 13/48 participants had individually significant prediction-reference associations (11 positive), fewer when the PPG term was restricted to filter-consistent beats. Both counts are exploratory, nominal and uncorrected across participants, and come from different analyses. Neither establishes prospective monitoring performance, and the study does not validate the landmark distance as a pupil measure.

Indexed as

ArousalElectroencephalographyIrisPhotoplethysmographyReadingAdultComputers, HandheldFemaleHumansMaleYoung Adultarousal estimationEEG band powergeometric confoundingground-truth sensitivityiris landmarksMediaPipenaturalistic readingnon-contact oculometryPPG heart-rate variabilitytablet camera

Identifiers

PMID42944366
PMCPMC13709060

What OpenQuestion holds

Textmetadata
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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.