Evidence map›Paper›PMID 35126211›Full record

ArticleFrontiers in psychiatry2021

Efficacy of Artificial Intelligence-Assisted Psychotherapy in Patients With Anxiety Disorders: A Prospective, National Multicenter Randomized Controlled Trial Protocol.

Shanshan Su, Yuan Wang, Wenhui Jiang, Wenqing Zhao, Rui Gao, Yanru Wu, Jing Tao, Yousong Su, Jie Zhang, Kangzheng Li and 14 more

Registry-linked trialOpen access · goldAbstract 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. It is linked to trial NCT06785649 (The Effect of Lavender Herbal Tea on the Mental Health of Individuals With Misophonia), which is not on this map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
2.9field-weighted citation impact, top 9% of its field
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.

NCT06785649 nanot yet recruitingnot on this mapstarted 2025, after this paper: background citation

The Effect of Lavender Herbal Tea on the Mental Health of Individuals With Misophonia: A Randomized Clinical Trial

TypeinterventionalSponsorSakarya UniversityRan2025 to 2025Enrolled60ConditionsMisophonia, Misophonia Treatment, Anxiety, DepressionArmsLavender herbal tea
3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 20 citations in OpenAlex.

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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

24 authors at 8 institutions in 1 country.

Shanshan SuShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Yuan WangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Wenhui JiangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Wenqing ZhaoShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Rui GaoShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Yanru WuShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Jing TaoShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Yousong SuShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Jie ZhangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Kangzheng LiShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Zhuojun ZhangChuanYu (Shanghai) Education Technology Co., Ltd., Shanghai, China.
Min ZhaoShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Zhen WangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Yanli LuoRenji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
Xiao HuangZhongshan Hospital, Fudan University, Shanghai, China.
Lanlan WangShanghai General Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
Xiaoping WangDepartment of Psychiatry, The Second Xiangya Hospital of Central South University, Changsha, China.
Yi LiDepartment of Psychiatry, Wuhan Mental Health Center, Wuhan, China.
Qiufang JiaDepartment of Psychiatry, Suzhou Guangji Hospital, Suzhou, China.
Lianzi WangDepartment of Clinical Psychology, The Fourth People's Hospital of Wuhu, Wuhu, China.
Huafang LiShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Jingjing HuangShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Jianyin QiuShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Yifeng XuShanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Shanghai Jiao Tong University · CNShanghai Mental Health Center · CNCentral South University · CNRenji Hospital · CNShanghai First People's Hospital · CNSun Yat-sen University · CNSuzhou Guangji Hospital · CNThe Fourth People's Hospital · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAnxiety disorders have the highest prevalence of all psychiatric disorders in China. Medication and psychotherapy are two main treatment approaches for this group of disorders, and when used in combinations are significantly more beneficial than medication alone. The resources are insufficient. The availability of psychotherapy is low due to the limited resources. Artificial intelligence (AI)-assisted psychotherapy offers an opportunity to develop an efficient and standardized psychotherapy model and improve the availability of psychotherapy, which is key to improve the clinical efficacy of anxiety disorder treatments.

objectivesThe present protocol aims to determine whether medication plus AI-assisted psychotherapy has greater efficacy than medication alone in the treatment of anxiety disorders.

methodsWe will recruit patients in eight hospitals in China. Seven hundred and eight patients with anxiety disorders will be randomly allocated on a 1:1 basis to either medication plus AI-assisted psychotherapy group, or medication alone group. We have built an AI psychotherapy robot named XIAO AN. In this study we will deliver psychotherapy to patients in the medication plus AI-assisted psychotherapy group. Patients will be assessed at baseline and at the end of week 2, 4, 8, and 12. Follow-up assessments will be conducted at 3 and 6 months posttreatment. The primary outcome is change of Hamilton Anxiety Rating Scale (HAMA) score from baseline the end of 12-week treatment. A secondary efficacy outcome will be improvement in treatment at an early stage (score reduction in HAMA ≥25% after 2 weeks of treatment). Other measurements include Hamilton Depression Scale, Clinical Global Impression, Treatment Emergent Symptom Scale, Social Disability Screening Schedule, Insomnia Severity Index and so on. Scales will be assessed by independent raters who are blind to treatment allocation and analyses will be conducted by a statistician who is also blind to treatment allocation. DISCUSSION: This will be the first multicentered randomized controlled single-blind trial in China to assess the efficacy of medication plus AI-assisted psychotherapy compared with medication alone for anxiety disorders. The study has the potential to address the limitations of the limited availability of psychotherapy, and to augment the efficacy of the treatment of anxiety disorders in China.

Indexed as

anxiety disorderartificial intelligenceprotocolpsychotherapyrandomized controlled single-blind trial

Identifiers

PMID35126211
PMCPMC8810817
OpenAlexW4206810263

What OpenQuestion holds

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Registered trials

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.