Evidence map›Paper›PMID 37346816›Full record

ArticleWellcome open research2021

Using self-supervised feature learning to improve the use of pulse oximeter signals to predict paediatric hospitalization.

Paul Mwaniki, Timothy Kamanu, Samuel Akech, Dustin Dunsmuir, J Mark Ansermino, M J C Eijkemans

Open access · goldAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Wellcome open research, 2021. 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, top 99% of its field
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, 0 citations in OpenAlex.

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

6 authors at 5 institutions in 3 countries.

Paul MwanikiKenya Medical Research Institute/Wellcome Trust Research Programme, Nairobi, Kenya.ORCID https://orcid.org/0000-0003-0359-8426
Timothy KamanuSchool of Mathematics, University of Nairobi, Nairobi, Kenya.
Samuel AkechKenya Medical Research Institute/Wellcome Trust Research Programme, Nairobi, Kenya.ORCID https://orcid.org/0000-0001-5126-1225
Dustin DunsmuirDigital Health Innovation Lab, BC Children's Hospital Research Institute, Vancouver, British Columbia, Canada.
J Mark AnserminoDepartment of Anesthesiology, Pharmacology & Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada.
M J C EijkemansJulius Center for Health Sciences and Primary Care, Department of Data Science and Biostatistics, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
Kenya Medical Research Institute · KEBC Children's Hospital · CAUniversity of British Columbia · CAUniversity of Nairobi · KEUtrecht University · NL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep learningHospitalizationPhotoplethysmographySelf-supervised learningSignal processing

Identifiers

PMID37346816
PMCPMC10280037
OpenAlexW4318816590

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.