Evidence map›Paper›PMID 40551876›Full record

ArticleDepression and anxiety2025

Using Speech Features and Machine Learning Models to Predict Emotional and Behavioral Problems in Chinese Adolescents.

Jinyu Li, Yang Wang, Fei Wang, Ran Zhang, Ning Wang, Yue Zhu, Taihong Zhao

Abstract read
In one paragraph

Article in Depression and anxiety, 2025. 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.

Jinyu LiThe Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China.ORCID 0009-0004-9733-4476
Yang WangThe Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China.ORCID 0009-0008-8729-1133
Fei WangThe Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China.ORCID 0000-0002-5982-2303
Ran ZhangThe Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China.ORCID 0000-0001-5108-1160
Ning WangThe Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China.ORCID 0009-0009-7601-1850
Yue ZhuChina Medical University, Shenyang, Liaoning, China.ORCID 0009-0004-5220-4176
Taihong ZhaoThe Affiliated Brain Hospital of Nanjing Medical University, Nanjing, China.ORCID 0009-0006-4275-518X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Adolescent BehaviorAffective SymptomsMachine LearningProblem BehaviorSpeechAdolescentChildChinaEast Asian PeopleFemaleHumansMaleadolescent mental healthemotional and behavioral problemsgender differencesmachine learningspeech features

Identifiers

PMID40551876
PMCPMC12185205

What OpenQuestion 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 OpenQuestion graph.