Evidence map›Paper›PMID 36393884›Full record

ReviewJournal of neurological surgery. Part B, Skull base2022

Machine Learning Models for Predicting Postoperative Outcomes following Skull Base Meningioma Surgery.

Adrian E Jimenez, Jose L Porras, Tej D Azad, Pavan P Shah, Christopher M Jackson, Gary Gallia, Chetan Bettegowda, Jon Weingart, Debraj Mukherjee

Abstract readReview
In one paragraph

Review in Journal of neurological surgery. Part B, Skull base, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

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

  1. Pooled it
  2. Review
  3. Artificial Intelligence Assurance in Head and Neck Surgery: Now and Next.Proceedings. IEEE International Symposium on Computer-Based Medical Systems · 2025
    Article
  4. Article
  5. Advancements in Skull Base Surgery: Navigating Complex Challenges with Artificial Intelligence.Indian journal of otolaryngology and head and neck surgery : official publication of the Association of Otolaryngologists of India · 2024
    Article
  6. Review
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

9 authors.

Adrian E JimenezDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Jose L PorrasDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Tej D AzadDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Pavan P ShahDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Christopher M JacksonDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Gary GalliaDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Chetan BettegowdaDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Jon WeingartDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.
Debraj MukherjeeDepartment of Neurosurgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States.ORCID 0000-0002-5403-8237

Funding

Institute for Clinical and Translational ResearchUL1TR001079 · NCATS · JOHNS HOPKINS UNIVERSITY · PI FORD, DANIEL ERNEST · 2013 to 2017
$60.1M
NCATS NIH HHS UL1 TR001079
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

central nervous systemmeningiomaneurovascular structuresoutcomesoverall survival

Identifiers

PMID36393884
PMCPMC9653296

What OpenQuestion holds

Textmetadata
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.