Evidence map›Paper›PMID 40648271›Full record

ArticleSensors (Basel, Switzerland)2025

The Impact of Domain Shift on Predicting Perceived Sleep Quality from Wearables.

Nouran Abdalazim, Leonardo Alchieri, Lidia Alecci, Pietro Barbiero, Silvia Santini

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. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–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

1 citing paper in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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.

Nouran AbdalazimFaculty of Informatics, Università della Svizzera Italiana, 6900 Lugano, Switzerland.ORCID 0000-0002-2497-557X
Leonardo AlchieriFaculty of Informatics, Università della Svizzera Italiana, 6900 Lugano, Switzerland.ORCID 0000-0003-3088-6132
Lidia AlecciFaculty of Informatics, Università della Svizzera Italiana, 6900 Lugano, Switzerland.ORCID 0000-0002-5297-9893
Pietro BarbieroFaculty of Informatics, Università della Svizzera Italiana, 6900 Lugano, Switzerland.ORCID 0000-0003-3155-2564
Silvia SantiniFaculty of Informatics, Università della Svizzera Italiana, 6900 Lugano, Switzerland.ORCID 0000-0002-0882-2004

Funding

Swiss National Science Foundation 205121_197242
6 · The paper itself

Abstract

Machine learning models for personal informatics systems are typically trained offline on

Indexed as

SleepSleep QualityWearable Electronic DevicesAdultFemaleHumansMachine LearningMalecovariate shiftdataset biasdomain shiftmachine learning modelsonline learningpersonal informatics systemssleep behaviour monitoringsleep quality recognitionwearable devices

Identifiers

PMID40648271
PMCPMC12252337

What OpenQuestion holds

Textmetadata
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.