Evidence map›Paper›PMID 34744846›Full record

ArticleFrontiers in psychiatry2021

Detecting Symptom Errors in Neural Machine Translation of Patient Health Information on Depressive Disorders: Developing Interpretable Bayesian Machine Learning Classifiers.

Wenxiu Xie, Meng Ji, Mengdan Zhao, Tianqi Zhou, Fan Yang, Xiaobo Qian, Chi-Yin Chow, Kam-Yiu Lam, Tianyong Hao

Abstract read
In one paragraph

Article in Frontiers in psychiatry, 2021. 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.

Wenxiu XieDepartment of Computer Science, City University of Hong Kong, Kowloon, Hong Kong, SAR China.
Meng JiSchool of Languages and Cultures, The University of Sydney, Darlington, NSW, Australia.
Mengdan ZhaoSchool of Languages and Cultures, The University of Sydney, Darlington, NSW, Australia.
Tianqi ZhouSchool of Languages and Cultures, The University of Sydney, Darlington, NSW, Australia.
Fan YangIndependent Researcher, Sichuan, China.
Xiaobo QianSchool of Computer Science, South China Normal University, Guangzhou, China.
Chi-Yin ChowDepartment of Computer Science, City University of Hong Kong, Kowloon, Hong Kong, SAR China.
Kam-Yiu LamDepartment of Computer Science, City University of Hong Kong, Kowloon, Hong Kong, SAR China.
Tianyong HaoSchool of Computer Science, South China Normal University, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

depressive disordermachine learning applicationmental healthneural machine translation (NMT)translation error detection

Identifiers

PMID34744846
PMCPMC8566668

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.