Evidence map›Paper›PMID 42776774›Full record

ArticleAudiology research2026

An Intelligent Directionality System for Hearing Aids Incorporating Deep Neural Networks: Improving Speech Understanding While Preserving Spatial Awareness.

Daniel Marquardt, Jinjun Xiao, Al Ganeshkumar, Jingjing Xu, Larissa Taylor, Martin McKinney, David A Fabry, Achintya K Bhowmik

Abstract read
In one paragraph

Article in Audiology research, 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

8 authors.

Daniel MarquardtStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.
Jinjun XiaoStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.
Al GaneshkumarStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.
Jingjing XuStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.
Larissa TaylorStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.
Martin McKinneyStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.
David A FabryStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.
Achintya K BhowmikStarkey Hearing Technologies, Eden Prairie, MN 55344, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencedeep neural networksdirectionalitydirectionality systemhearing aidsspatial awarenessspeech intelligibility

Identifiers

PMID42776774
PMCPMC13600042

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.