Development and Validation of an Interpretable Machine Learning Model Based on Routine Blood Biomarkers: For Predicting Age-Related Hearing Loss.

Dan He, Yiting Liu, Jing Ke, Xu Jiang, Haiyu Ma, Ya Shi, Wei Yuan

Abstract read

In one paragraph

Article in Diagnostics (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

7 authors.

Dan HeChongqing Medical University, Chongqing 400016, China.

Yiting LiuChongqing Medical University, Chongqing 400016, China.

Jing KeDepartment of Otorhinolaryngology-Head and Neck Surgery, Chongqing General Hospital, Chongqing University, Chongqing 400016, China.ORCID 0000-0003-1254-4323

Xu JiangDepartment of Otorhinolaryngology-Head and Neck Surgery, Chongqing General Hospital, Chongqing University, Chongqing 400016, China.ORCID 0000-0002-1001-7856

Haiyu MaDepartment of Otorhinolaryngology-Head and Neck Surgery, Chongqing General Hospital, Chongqing University, Chongqing 400016, China.

Ya ShiDepartment of Otorhinolaryngology-Head and Neck Surgery, Chongqing General Hospital, Chongqing University, Chongqing 400016, China.

Wei YuanChongqing Medical University, Chongqing 400016, China.

Funding

Chongqing Municipal Bureau of Human Resources and Social Security 2022062802Chongqing Municipal Health Commission 2000168-3

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

age-related hearing lossblood biomarkersinterpretabilitymachine learningpredictive model

Identifiers

PMID42449808

DOI10.3390/diagnostics16132025

PMCPMC13360200

What OpenQuestion holds

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Registered trials

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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.