Evidence map›Paper›PMID 42654122›Full record

ReviewPharmaceutics2026

Machine Learning for Valproic Acid Therapy: A Scoping Review of Pharmacokinetic-Prediction Models and Pharmacokinetic-Informed Clinical Outcome Models.

Janthima Methaneethorn, Supavadee Aramvith, Wanaporn Charoenchokthavee, Sohaib Habiballah, Khanita Duangchaemkarn, Brad Reisfeld

Abstract readReview
In one paragraph

Review in Pharmaceutics, 2026. 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

6 authors.

Janthima MethaneethornDepartment of Pharmacy Practice, Faculty of Pharmaceutical Sciences, Chulalongkorn University, Bangkok 10330, Thailand.ORCID 0000-0001-5142-8769
Supavadee AramvithMultimedia Data Analytics and Processing Research Unit, Department of Electrical Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand.ORCID 0000-0001-9840-3171
Wanaporn CharoenchokthaveeDepartment of Pharmacy, The Faculty of Medicine Vajira Hospital, Navamindradhiraj University, Bangkok 10300, Thailand.ORCID 0000-0003-3417-460X
Sohaib HabiballahDepartment of Chemical & Biological Engineering, King Abdulaziz University, Jeddah 22254, Saudi Arabia.
Khanita DuangchaemkarnDepartment of Pharmaceutical Care, School of Pharmaceutical Sciences, University of Phayao, Mueang Phayao 56000, Thailand.ORCID 0000-0001-6864-9066
Brad ReisfeldColorado School of Public Health, Colorado State University, Fort Collins, CO 80523, USA.

Funding

Thailand Science Research and Innovation HEA_FF_69_125_3300_016
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencemachine learningpharmacokineticsvalproic acid

Identifiers

PMID42654122
PMCPMC13516325

What Socratic 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 Socratic graph.