Evidence map›Paper›PMID 40942896›Full record

ArticleSensors (Basel, Switzerland)2025

Opioid Detection Using Smartphone-Based Eye-Scanning.

Kiki W K Kuijpers, Karl Andersson, Albert Dahan, Markku D Hämäläinen, Monique van Velzen

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

5 authors.

Kiki W K KuijpersDepartment of Anesthesiology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands.ORCID 0000-0002-1025-9476
Karl AnderssonSkillsta Teknik Design och Kvalitet AB, Vänge, SE75578 Uppsala, Sweden.ORCID 0000-0001-9141-9242
Albert DahanCentre for Human Drug Research, 2333 CL Leiden, The Netherlands.ORCID 0000-0003-3161-3945
Markku D HämäläinenKontigo Care AB, SE75320 Uppsala, Sweden.ORCID 0000-0001-7328-1083
Monique van VelzenDepartment of Anesthesiology, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands.ORCID 0000-0002-0289-6432

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Opioids are known to constrict pupils, and mobile phone-based self-administered eye scanning (MPSES) offers a potential method for monitoring opioid use in real-world settings. A clinical trial with 12 volunteers measured pupil size using MPSES under different light conditions (approx. 50 or approx. 500 lux) in the lab and over a week at home. Each participant made approximately 21 home tests, 12 in the lab without oxycodone and 16 in the lab after oxycodone intake. At the second visit the participants received a single dose of 20 mg oxycodone, and their pupil size was monitored hourly for 5 h. The pupil size after oxycodone intake was compared to drug-naïve tests performed at the lab and at home. Logistic regression models were built using measured pupil size and light conditions measured by the phone during each test, and a dichotomous variable indicating tests before or after oxycodone dosing as the outcome. The model demonstrated high classification accuracy (AUC = 0.94), with 82% true positives, 9% false positives, 91% true negatives and 18% false negatives. Misclassifications were largely due to difficulties measuring pupil size in individuals with corneal arcus, causing most of the false positive findings, and other interindividual differences. This shows that MPSES, including monitoring of ambient light conditions, can effectively detect opioid use within the 50-500 lux range. Our study paves the way for using MPSES to detect opioid use.

Indexed as

Analgesics, OpioidSmartphoneAdultFemaleHumansMaleOxycodonePupilYoung AdultAnalgesics, OpioidOxycodonedetectioneye-scanningmiosisopioidoxycodonepupil-size

Identifiers

PMID40942896
PMCPMC12431129

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.