Evidence map›Paper›PMID 36700141›Full record

ArticleFrontiers in pain research (Lausanne, Switzerland)2022

Intraoperative use of the machine learning-derived nociception level monitor results in less pain in the first 90 min after surgery.

Imeen van der Wal, Fleur Meijer, Rivka Fuica, Zmira Silman, Martijn Boon, Chris Martini, Monique van Velzen, Albert Dahan, Marieke Niesters, Yaacov Gozal

Open access · goldAbstract read
In one paragraph

Article in Frontiers in pain research (Lausanne, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
3.2field-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

2 citing papers in PubMed, 10 citations in OpenAlex.

  1. Article
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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

10 authors at 2 institutions in 2 countries.

Imeen van der WalDepartment of Anesthesiology, Leiden University Medical Center, Leiden, Netherlands.
Fleur MeijerDepartment of Anesthesiology, Leiden University Medical Center, Leiden, Netherlands.
Rivka FuicaDepartment of Anesthesiology, Perioperative Medicine and Pain Treatment, Shaare Zedek Medical Center, Jerusalem, Israel.
Zmira SilmanIndependent Biostatistician Consultant, Netanya, Israel.
Martijn BoonDepartment of Anesthesiology, Leiden University Medical Center, Leiden, Netherlands.
Chris MartiniDepartment of Anesthesiology, Leiden University Medical Center, Leiden, Netherlands.
Monique van VelzenDepartment of Anesthesiology, Leiden University Medical Center, Leiden, Netherlands.
Albert DahanDepartment of Anesthesiology, Leiden University Medical Center, Leiden, Netherlands.
Marieke NiestersDepartment of Anesthesiology, Leiden University Medical Center, Leiden, Netherlands.
Yaacov GozalDepartment of Anesthesiology, Perioperative Medicine and Pain Treatment, Shaare Zedek Medical Center, Jerusalem, Israel.
Leiden University Medical Center · NLShaare Zedek Medical Center · IL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In this pooled analysis of two randomized clinical trials, intraoperative opioid dosing based on the nociception level-index produced less pain compared to standard care with a difference in pain scores in the post-anesthesia care unit of 1.5 (95% CI 0.8-2.2) points on an 11-point scale. The proportion of patients with severe pain was lower by 70%. Severe postoperative pain remains a significant problem and associates with several adverse outcomes. Here, we determined whether the application of a monitor that detects intraoperative nociceptive events, based on machine learning technology, and treatment of such events reduces pain scores in the post-anesthesia care unit (PACU). To that end, we performed a pooled analysis of two trials in adult patients, undergoing elective major abdominal surgery, on the effect of intraoperative nociception level monitor (NOL)-guided fentanyl dosing on PACU pain was performed. Patients received NOL-guided fentanyl dosing or standard care (fentanyl dosing based on hemodynamic parameters). Goal of the intervention was to keep NOL at values that indicated absence of nociception. The primary endpoint of the study was the median pain score obtained in the first 90 min in the PACU. Pain scores were collected at 15 min intervals on an 11-point Likert scale. Data from 125 patients (55 men, 70 women, age range 21-86 years) were analyzed. Sixty-one patients received NOL-guided fentanyl dosing and 64 standard care. Median PACU pain score was 1.5 points (0.8-2.2) lower in the NOL group compared to the standard care; the proportion of patients with severe pain was 70% lower in the NOL group (

Indexed as

artificial intelligencemonitoringnociceptionnociception monitoring during surgerypainpostoperative pain

Identifiers

PMID36700141
PMCPMC9869062
OpenAlexW4315490780

What OpenQuestion holds

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Registered trials

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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.