Evidence map›Paper›PMID 40218113›Full record

ReviewHealthcare (Basel, Switzerland)2025

Artificial Intelligence-Based Software as a Medical Device (AI-SaMD): A Systematic Review.

Shouki A Ebad, Asma Alhashmi, Marwa Amara, Achraf Ben Miled, Muhammad Saqib

Abstract readReview
In one paragraph

Review in Healthcare (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.

0numbers the graph read from it
0cells of the map it votes in
26citing papers in PubMed
–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

26 citing papers in PubMed.

  1. Article
  2. Review
  3. QHealthcare (Basel, Switzerland) · 2026
    Article
  4. Regulatory science for AI-basedJournal of pathology informatics · 2026
    Article
  5. Review
  6. Artificial intelligence for personalized multiple micronutrient supplementation in maternal health.International journal of gynaecology and obstetrics: the official organ of the International Federation of Gynaecology and Obstetrics · 2026
    Review
  7. Artificial Intelligence Across the Drug Development Lifecycle.Medical sciences (Basel, Switzerland) · 2026
    Review
  8. Review
  9. Review
  10. Review
  11. Article
  12. Review
  13. Review
  14. Review
  15. Review
  16. Article
  17. Review
  18. Review
  19. Review
  20. 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

5 authors.

Shouki A EbadCenter for Scientific Research and Entrepreneurship, Northern Border University, Arar 73213, Saudi Arabia.ORCID 0000-0003-1043-2774
Asma AlhashmiDepartment of Computer Science, Faculty of Science, Northern Border University, Arar 73213, Saudi Arabia.ORCID 0000-0001-7871-7069
Marwa AmaraDepartment of Computer Science, Faculty of Science, Northern Border University, Arar 73213, Saudi Arabia.ORCID 0000-0002-4521-0867
Achraf Ben MiledDepartment of Computer Science, Faculty of Science, Northern Border University, Arar 73213, Saudi Arabia.
Muhammad SaqibApplied College, Northern Border University, Arar 73213, Saudi Arabia.

Funding

Northern Border University NBU-XXXXXXXX
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AIAI-SaMDregulatorySaMDsystematic review

Identifiers

PMID40218113
PMCPMC11988595

What Socratic 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 Socratic graph.