Evidence map›Paper›PMID 41433142›Full record

ReviewAnalytical chemistry2026

From Drops to Decisions: AI/ML-Driven Biofluidics for Clinical Diagnostics and Healthcare Intelligence.

Mayuri Tushar Deshmukh, Yogesh Thakre, Wani H Bisen, K Sankar, Ankita Avthankar, Aniket K Shahade, Manish Bhaiyya, Madhusudan B Kulkarni

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Analytical chemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. AI-driven multimodal retinal imaging for early detection and risk stratification of vascular and neurodegenerative diseases.Graefe's archive for clinical and experimental ophthalmology = Albrecht von Graefes Archiv fur klinische und experimentelle Ophthalmologie · 2026
    Review
  3. 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

8 authors.

Mayuri Tushar DeshmukhDepartment of Electronics and Telecommunication Engineering, Marathwada Mitra Mandal's College of Engineering, Pune, MH 411052, India.
Yogesh ThakreSchool of Computer Science and Engineering, Ramdeobaba University, Nagpur 440 013, India.
Wani H BisenDepartment of Computer Science and Engineering, G H Raisoni College of Engineering, Nagpur, MH 441110, India.
K SankarDepartment of Artificial Intelligence and Data Science, Vel Tech High Tech Dr Rangarajan Dr Sakunthala Engineering College, Avadi, Chennai, TN 600062, India.
Ankita AvthankarSymbiosis Institute of Technology,, Symbiosis International (Deemed University), Nagpur Campus, Pune, MH 440035, India.
Aniket K ShahadeSymbiosis Institute of Technology, Symbiosis International (Deemed University), Pune Campus, Pune, MH 412115, India.
Manish BhaiyyaEQIQAI Systems Private Limited, Kokapet, Rajendra Nagar, K. V. Rangareddy, Hyderabad, TG 500075, India.
Madhusudan B KulkarniDepartment of Electronics and Communication Engineering, Manipal Institute of Technology, Manipal Academy of Higher Education (MAHE), Manipal, KA 576104, India.ORCID 0000-0002-2911-3784

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID41433142
PMCPMC12809642

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.