Evidence map›Paper›PMID 40451882›Full record

ArticleScientific reports2025

Enhancing pH prediction accuracy in Al

Ashirbad Panda, Rishikesh Datar, Shreyas Deshpande, Gautam Bacher

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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.

Ashirbad PandaDepartment of Electrical and Electronics Engineering, BITS Pilani K K Birla Goa Campus, Goa, 403726, India.
Rishikesh DatarDepartment of Electrical and Electronics Engineering, BITS Pilani K K Birla Goa Campus, Goa, 403726, India.
Shreyas DeshpandeDepartment of Electrical and Electronics Engineering, BITS Pilani K K Birla Goa Campus, Goa, 403726, India.
Gautam BacherDepartment of Electrical and Electronics Engineering, BITS Pilani K K Birla Goa Campus, Goa, 403726, India. ggb@goa.bits-pilani.ac.in.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

An ion-sensitive field-effect transistor (ISFET) is widely used in environmental and biomedical applications due to its rapid response, miniaturization, and cost-effectiveness. In this study, a numerical model of an Al₂O₃-gated ISFET was developed to detect pH levels. The effects of gate dielectric thickness, doping concentration, and temperature on ISFET's performance were evaluated using I

Indexed as

Al2O3Hyperparameter optimizationISFETRegressorStacking ensemble learningXGBoost

Identifiers

PMID40451882
PMCPMC12127451

What OpenQuestion holds

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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.