Evidence map›Paper›PMID 39199768›Full record

ArticleBioengineering (Basel, Switzerland)2024

Enhancing Dermatological Diagnostics with EfficientNet: A Deep Learning Approach.

Ionela Manole, Alexandra-Irina Butacu, Raluca Nicoleta Bejan, George-Sorin Tiplica

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Moral diversity and the challenge of responsibility in AI-CDSS.Philosophy, ethics, and humanities in medicine : PEHM · 2026
    Article
  2. Article
  3. Article
  4. 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

4 authors.

Ionela Manole2nd Department of Dermatology, Colentina Clinical Hospital, 020125 Bucharest, Romania.
Alexandra-Irina Butacu2nd Department of Dermatology, Colentina Clinical Hospital, 020125 Bucharest, Romania.
Raluca Nicoleta BejanAdobe Romania, 061331 Bucharest, Romania.ORCID 0009-0006-8960-6835
George-Sorin Tiplica2nd Department of Dermatology, Colentina Clinical Hospital, 020125 Bucharest, Romania.ORCID 0000-0002-8719-6952

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencebenign lesionsclassificationmalignant lesionsneural networkstransfer learning

Identifiers

PMID39199768
PMCPMC11351641

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.