Evidence map›Paper›PMID 29194126›Full record

ReviewPain2018

Machine learning in pain research.

Jörn Lötsch, Alfred Ultsch

2 registry-linked trialsAbstract readReview
In one paragraph

Review in Pain, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 83 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
83citing 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.

NCT04100486 enrolling by invitationnot on this mapstarted 2019, after this paper: background citation

A Pilot Study to Quantify the Autonomic Nervous System Balance in Healthy, Able-Bodied Individuals

TypeobservationalSponsorNorthwell HealthRan2019 to 2027Enrolled48ConditionsAutonomic Dysfunction, Autonomic Imbalance, Autonomic Nervous System Diseases, Vagus Nerve Autonomic DisorderArmsStanding-Squatting-Standing Test, Deep Breathing Test, Cold Pressor Test, Cold Face Test, Valsalva Maneuver
NCT06044584 recruitingnot on this mapstarted 2023, after this paper: background citation

Unveiling Physiological and Psychosocial Pain Components with an Artificial Intelligence Based Telemonitoring Tool (pAIn-sense)

TypeobservationalSponsorETH ZurichRan2023 to 2028Enrolled150ConditionsNociceptive Pain, Neuropathic PainArmsNo intervention
3 · Its place in the literature

Who cites it

83 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Multidimensional pain patterns in Parkinson's disease: a longitudinal mobile health study.Journal of neural transmission (Vienna, Austria : 1996) · 2026
    Article
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  12. Review
  13. Review
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  16. The need for epistemic humility in AI-assisted pain assessment.Medicine, health care, and philosophy · 2025
    Article
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  18. Article
  19. Review
  20. Article

23 more citing papers are in PubMed but not listed here.

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

2 authors.

Jörn LötschInstitute of Clinical Pharmacology, Goethe-University, Frankfurt am Main, Germany.
Alfred UltschDataBionics Research Group, University of Marburg, Marburg, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Biomedical ResearchDisease ManagementMachine LearningPainHumans

Identifiers

PMID29194126
PMCPMC5895117

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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.