Evidence map›Paper›PMID 34867531›Full record

ArticleFrontiers in psychiatry2021

Assessment of Antipsychotic Medications on Social Media: Machine Learning Study.

Miguel A Alvarez-Mon, Carolina Donat-Vargas, Javier Santoma-Vilaclara, Laura de Anta, Javier Goena, Rodrigo Sanchez-Bayona, Fernando Mora, Miguel A Ortega, Guillermo Lahera, Roberto Rodriguez-Jimenez and 2 more

Open access · goldAbstract read
In one paragraph

Article in Frontiers in psychiatry, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
17citing papers in PubMed, 1 pooled it
2.1field-weighted citation impact, top 11% 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

17 citing papers in PubMed, 1 synthesis or guideline pooled it, 26 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. Understanding social media discourse on antidepressants: unsupervised and sentiment analysis using X.European psychiatry : the journal of the Association of European Psychiatrists · 2025
    Article
  5. Review
  6. Article
  7. Article
  8. Article
  9. Observational
  10. Article
  11. Article
  12. Review
  13. Observational
  14. Article
  15. Article
  16. Assessment of beliefs and attitudes about electroconvulsive therapy posted on Twitter: An observational study.European psychiatry : the journal of the Association of European Psychiatrists · 2023
    Observational
  17. 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

12 authors at 9 institutions in 2 countries.

Miguel A Alvarez-MonDepartment of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Spain.
Carolina Donat-VargasCardiovascular and Nutritional Epidemiology, Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden.
Javier Santoma-VilaclaraIBM Data and AI Expert Labs and Learning, London, United Kingdom.
Laura de AntaDepartment of Psychiatry and Mental Health, Hospital Universitario Infanta Leonor, Madrid, Spain.
Javier GoenaDepartment of Psychiatry and Clinical Psychology, University of Navarra Clinic, Pamplona, Spain.
Rodrigo Sanchez-BayonaHospital Universitario 12 de Octubre, Unidad de Cáncer de Mama y Ginecológico, Madrid, Spain.
Fernando MoraDepartment of Psychiatry and Mental Health, Hospital Universitario Infanta Leonor, Madrid, Spain.
Miguel A OrtegaDepartment of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Spain.
Guillermo LaheraDepartment of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Spain.
Roberto Rodriguez-JimenezCIBERSAM (Biomedical Research Networking Centre in Mental Health), Madrid, Spain.
Javier QuinteroDepartment of Psychiatry and Mental Health, Hospital Universitario Infanta Leonor, Madrid, Spain.
Melchor Álvarez-MonDepartment of Medicine and Medical Specialities, University of Alcala, Alcala de Henares, Spain.
Universidad Complutense de Madrid · ESUniversidad de Alcalá · ESHospital Universitario 12 De Octubre · ESHospital Universitario Infanta Leonor · ESInstituto Cajal · ESInstituto Ramón y Cajal de Investigación Sanitaria · ESMadrid Institute for Advanced Studies · ESNavarre Institute of Health Research · ESResearch Institute Hospital 12 de Octubre · ES

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

antipsychoticsartificial intelligencemachine learningneuropsychopharmacologypharmacoepidemiologypsychiatrypsychosis

Identifiers

PMID34867531
PMCPMC8637121
OpenAlexW3212296149

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.