Evidence map›Paper›PMID 34381793›Full record

ArticleFrontiers in medicine2021

Deep Learning for Identification of Acute Illness and Facial Cues of Illness.

Castela Forte, Andrei Voinea, Malina Chichirau, Galiya Yeshmagambetova, Lea M Albrecht, Chiara Erfurt, Liliane A Freundt, Luisa Oliveira E Carmo, Robert H Henning, Iwan C C van der Horst and 4 more

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

Article in Frontiers in medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
3.3field-weighted citation impact, top 9% 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

5 citing papers in PubMed, 15 citations in OpenAlex.

  1. Review
  2. Observational
  3. Review
  4. Review
  5. 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

14 authors at 5 institutions in 2 countries.

Castela ForteDepartment of Clinical Pharmacy and Pharmacology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
Andrei VoineaBernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, Netherlands.
Malina ChichirauBernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, Netherlands.
Galiya YeshmagambetovaBernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, Netherlands.
Lea M AlbrechtDepartment of Anesthesiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
Chiara ErfurtDepartment of Anesthesiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
Liliane A FreundtDepartment of Anesthesiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
Luisa Oliveira E CarmoDepartment of Anesthesiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
Robert H HenningDepartment of Clinical Pharmacy and Pharmacology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
Iwan C C van der HorstDepartment of Intensive Care Medicine, Maastricht University Medical Centre+, University Maastricht, Maastricht, Netherlands.
Tina SundelinDepartment of Psychology, Stress Research Institute, Stockholm University, Stockholm, Sweden.
Marco A WieringBernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, Netherlands.
John AxelssonDepartment of Psychology, Stress Research Institute, Stockholm University, Stockholm, Sweden.
Anne H EpemaDepartment of Anesthesiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
University of Groningen · NLUniversity Medical Center Groningen · NLKarolinska Institutet · SEMaastricht University Medical Centre · NLStockholm University · SE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

acute illnessdeep learningfacial analysisgestaltsynthetic data

Identifiers

PMID34381793
PMCPMC8350122
OpenAlexW3183205526

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.