Evidence map›Paper›PMID 42783454›Full record

SynthesisMedical sciences (Basel, Switzerland)2026

Early Detection of Glottic Cancer Through Machine Learning and Acoustic Voice Analysis: A Systematic Review.

Himanshu Verma, Roshani Mishra, Banumathy Nagamani, Sourabha Kumar Patro, Anurag Snehi Ramavat, Jaimanti Bakshi, Padmavati Khandnor, Sudesh Rani, Trilok Chand

Abstract readSystematic ReviewReview
PubMed Full text at PMC Publisher
In one paragraph

Synthesis in Medical sciences (Basel, Switzerland), 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

9 authors.

Himanshu VermaDepartment of Therapeutics, National Institute for the Empowerment of Persons with Intellectual Disabilities, Secunderabad 500009, India.ORCID 0000-0002-0306-4961
Roshani MishraDepartment of Otolaryngology, Post Graduate Institute of Medical Education and Research, Chandigarh 160012, India.
Banumathy NagamaniDepartment of Otolaryngology, Post Graduate Institute of Medical Education and Research, Chandigarh 160012, India.ORCID 0000-0002-4002-5056
Sourabha Kumar PatroDepartment of Otolaryngology, Post Graduate Institute of Medical Education and Research, Chandigarh 160012, India.ORCID 0000-0002-4819-7928
Anurag Snehi RamavatDepartment of Otolaryngology, Post Graduate Institute of Medical Education and Research, Chandigarh 160012, India.
Jaimanti BakshiDepartment of Otolaryngology, Post Graduate Institute of Medical Education and Research, Chandigarh 160012, India.
Padmavati KhandnorDepartment of Computer Science and Engineering, Punjab Engineering College, Chandigarh 160012, India.
Sudesh RaniDepartment of Computer Science and Engineering, Punjab Engineering College, Chandigarh 160012, India.ORCID 0000-0002-5907-8641
Trilok ChandDepartment of Computer Science and Engineering, Punjab Engineering College, Chandigarh 160012, India.

Funding

Indian Council of Medical Research EM/Dev/SG/88/6505/2023
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Early Detection of CancerGlottisLaryngeal NeoplasmsMachine LearningVoiceAcousticsHumansacoustic featuresdeep learningglottic cancermachine learningMFCC

Identifiers

PMID42783454
PMCPMC13609340

What OpenQuestion 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 OpenQuestion graph.