Evidence map›Paper›PMID 36145564›Full record

ArticlePharmaceutics2022

Expert Systems for Predicting the Bioavailability of Sun Filters in Cosmetic Products, Software vs. Expert Formulator: The Benzophenone-3 Case.

Anna Baldisserotto, Erika Baldini, Sara Ravarotto, Elena Cesa, Daniela De Lucia, Elisa Durini, Silvia Vertuani, Stefano Manfredini, Bozena B Michniak-Kohn

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Pharmaceutics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Anna BaldisserottoDepartment of Life Sciences and Biotechnology, Section of Medicinal and Health Products, University of Ferrara, Via Fossato di Mortara 17-19, 44121 Ferrara, Italy.ORCID 0000-0002-2882-3530
Erika BaldiniDepartment of Life Sciences and Biotechnology, Section of Medicinal and Health Products, University of Ferrara, Via Fossato di Mortara 17-19, 44121 Ferrara, Italy.
Sara RavarottoDepartment of Life Sciences and Biotechnology, University of Ferrara, Via Fossato di Mortara 17-19, 44124 Ferrara, Italy.
Elena CesaDepartment of Life Sciences and Biotechnology, Section of Medicinal and Health Products, University of Ferrara, Via Fossato di Mortara 17-19, 44121 Ferrara, Italy.
Daniela De LuciaDLD Scientific LLC, United State Corporation Agent, Inc., Pine Brook, NJ 07058, USA.
Elisa DuriniDepartment of Life Sciences and Biotechnology, Section of Medicinal and Health Products, University of Ferrara, Via Fossato di Mortara 17-19, 44121 Ferrara, Italy.ORCID 0000-0003-4430-8958
Silvia VertuaniDepartment of Life Sciences and Biotechnology, Section of Medicinal and Health Products, University of Ferrara, Via Fossato di Mortara 17-19, 44121 Ferrara, Italy.
Stefano ManfrediniDepartment of Life Sciences and Biotechnology, Section of Medicinal and Health Products, University of Ferrara, Via Fossato di Mortara 17-19, 44121 Ferrara, Italy.ORCID 0000-0003-1348-4422
Bozena B Michniak-KohnCenter for Dermal Research (CDR) & Laboratory for Drug Delivery (LDD) Life Sciences Building, Rutgers-The State University of New Jersey, 145 Bevier Road, Piscataway, NJ 08854, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

There are only a limited number of molecules in a cosmetic formulation, which can passively cross the stratum corneum and be absorbed into the skin layers. However, some actives should never cross the skin in large concentrations due to their potential for side effects, for example, sunscreens. Artificial intelligence is gaining an increasing role as a predictive tool, and in this regard, we selected the Formulating for Efficacy

Indexed as

Benzophenone-3expert formulatorFormulating for Efficacy® Softwaresunscreens UV filters

Identifiers

PMID36145564
PMCPMC9500902

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.