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Silent Deployment and Prospective Evaluation of Zhunxin Agent for Emergency Chest Pain Assessment

14 de setembro de 2026 atualizado por: Yujie Xiao, Peking University Health Science Center

A Prospective Multicenter Silent Deployment Study Evaluating the Clinical Performance of Zhunxin Agent for Emergency Chest Pain Assessment in ZERO-SL Study

The goal of this prospective, multicenter observational study is to evaluate how well Zhunxin Agent, an artificial intelligence system for chest pain assessment, performs in real-world emergency department settings. The study will include people who receive routine care for acute chest pain at participating hospitals.

The main questions this study aims to answer are:

  1. How accurately can Zhunxin Agent identify serious causes of acute chest pain during routine emergency care?
  2. How well can Zhunxin Agent distinguish people at different levels of clinical risk?

Zhunxin Agent will run in silent mode using clinical information collected during routine care. Its predictions will not be shown to treating clinicians and will not affect clinical decisions, diagnostic tests, or treatment.

Researchers will compare the predictions made by Zhunxin Agent with the final clinical diagnoses established through routine medical care.

Participants will:

  1. Receive usual emergency care according to local clinical practice
  2. Have routinely collected clinical data analyzed by Zhunxin Agent in the background
  3. Receive no additional treatment or clinical intervention based on the Agent's predictions

Visão geral do estudo

Status

Ainda não está recrutando

Condições

Tipo de estudo

Observacional

Inscrição (Estimado)

10000

Critérios de participação

Os pesquisadores procuram pessoas que se encaixem em uma determinada descrição, chamada de critérios de elegibilidade. Alguns exemplos desses critérios são a condição geral de saúde de uma pessoa ou tratamentos anteriores.

Critérios de elegibilidade

Idades elegíveis para estudo

18 anos e mais velhos (Adulto, Adulto mais velho)

Aceita Voluntários Saudáveis

N/D

Gêneros Elegíveis para o Estudo

Tudo

Método de amostragem

Amostra de Probabilidade

População do estudo

The study population will consist of consecutive participants presenting with acute chest pain or symptoms suggestive of an acute chest pain condition to the emergency departments of participating hospitals during the prospective silent-deployment period. Participants will receive routine clinical care, while Zhunxin Agent will operate in the background without providing its predictions to treating clinicians.

Descrição

Inclusion Criteria:

  • Participants aged 18 years or older.
  • Participants presenting to a participating emergency department with acute chest pain, chest discomfort, or other symptoms that prompt clinical evaluation for an acute chest pain-related condition.
  • Participants undergoing an electrocardiogram as part of routine clinical care during the index emergency department encounter.
  • Participants with at least one electrocardiogram that can be processed by Zhunxin Agent during the index emergency department encounter.
  • Participants with the routinely collected clinical information required for Zhunxin Agent to generate a valid prediction.
  • Participants presenting to a participating study site during the prospective study period.

Exclusion Criteria:

  • Participants whose emergency department presentation does not involve evaluation for acute chest pain.
  • Participants without an electrocardiogram obtained during the index emergency department encounter.
  • Participants for whom the electrocardiogram or other required input data are missing, corrupted, technically inaccessible, or otherwise unusable such that Zhunxin Agent cannot generate a valid prediction.
  • Duplicate records corresponding to the same emergency department encounter.
  • Participants whose clinical data cannot be used for research because of withdrawal of consent, refusal of data use where applicable, or other ethical, institutional, or regulatory restrictions.

Plano de estudo

Esta seção fornece detalhes do plano de estudo, incluindo como o estudo é projetado e o que o estudo está medindo.

Como o estudo é projetado?

Detalhes do projeto

  • Modelos de observação: COHORT
  • Perspectivas de Tempo: PROSPECTIVE

O que o estudo está medindo?

Medidas de resultados primários

Medida de resultado
Descrição da medida
Prazo
Percentage of Participants Correctly Classified by Zhunxin Agent Across the Prespecified Acute Chest Pain Diagnostic Categories
Prazo: Up to 30 days after emergency department presentation

Diagnostic accuracy will be reported as the percentage of evaluable participants for whom the final diagnostic classification generated by Zhunxin Agent matches the final reference diagnosis. The prespecified diagnostic categories are unstable angina, non-ST-segment elevation myocardial infarction, ST-segment elevation myocardial infarction, aortic dissection, pulmonary embolism, and other causes of chest pain. The numerator will be the number of participants with a concordant Zhunxin Agent classification and reference diagnosis, and the denominator will be the total number of evaluable participants with both a valid Zhunxin Agent prediction and an available final reference diagnosis.

Up to 30 days after emergency department presentation

Medidas de resultados secundários

Medida de resultado
Descrição da medida
Prazo
Diagnostic Performance of Zhunxin Agent for High-Risk Acute Chest Pain Conditions Assessed by Sensitivity, Specificity, Positive Predictive Value, Negative Predictive Value, and AUROC
Prazo: Up to 30 days after emergency department presentation

Diagnostic performance of Zhunxin Agent will be evaluated using sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and the area under the receiver operating characteristic curve (AUROC), using the final reference diagnosis as the reference standard. Prespecified high-risk acute chest pain conditions include ST-segment elevation myocardial infarction, aortic dissection, and pulmonary embolism. Sensitivity will be calculated as the proportion of participants with a target condition who are correctly identified by Zhunxin Agent. Specificity will be calculated as the proportion of participants without the target condition who are correctly identified as negative. PPV will be calculated as the proportion of participants with a positive Zhunxin Agent prediction who have the target condition, and NPV as the proportion of participants with a negative prediction who do not have the target condition. AUROC will be calculated using the predicted probabili

Up to 30 days after emergency department presentation
Percentage of Participants With a Confirmed High-Risk Acute Chest Pain Condition Within Each Zhunxin Agent Risk Category
Prazo: Up to 30 days after emergency department presentation

The clinical risk stratification performance of Zhunxin Agent will be evaluated by calculating the percentage of participants with a confirmed high-risk acute chest pain condition within each prespecified risk category. Zhunxin Agent classifies participants into low-, intermediate-, and high-risk categories for ST-segment elevation myocardial infarction, aortic dissection, and pulmonary embolism using prespecified thresholds. For each target condition and risk category, the numerator will be the number of participants with the corresponding final reference diagnosis, and the denominator will be the total number of participants assigned to that risk category. The proportions will be reported separately for the low-, intermediate-, and high-risk categories.

Up to 30 days after emergency department presentation

Colaboradores e Investigadores

É aqui que você encontrará pessoas e organizações envolvidas com este estudo.

Patrocinador

Datas de registro do estudo

Essas datas acompanham o progresso do registro do estudo e os envios de resumo dos resultados para ClinicalTrials.gov. Os registros do estudo e os resultados relatados são revisados ​​pela National Library of Medicine (NLM) para garantir que atendam aos padrões específicos de controle de qualidade antes de serem publicados no site público.

Datas Principais do Estudo

Início do estudo (Estimado)

9 de setembro de 2026

Conclusão Primária (Estimado)

9 de setembro de 2030

Conclusão do estudo (Estimado)

9 de outubro de 2030

Datas de inscrição no estudo

Enviado pela primeira vez

9 de setembro de 2026

Enviado pela primeira vez que atendeu aos critérios de CQ

14 de setembro de 2026

Primeira postagem (Real)

21 de setembro de 2026

Atualizações de registro de estudo

Última Atualização Postada (Real)

21 de setembro de 2026

Última atualização enviada que atendeu aos critérios de controle de qualidade

14 de setembro de 2026

Última verificação

1 de setembro de 2026

Mais Informações

Termos relacionados a este estudo

Outros números de identificação do estudo

  • ZERO-2026-001

Informações sobre medicamentos e dispositivos, documentos de estudo

Estuda um medicamento regulamentado pela FDA dos EUA

Não

Estuda um produto de dispositivo regulamentado pela FDA dos EUA

Não

Essas informações foram obtidas diretamente do site clinicaltrials.gov sem nenhuma alteração. Se você tiver alguma solicitação para alterar, remover ou atualizar os detalhes do seu estudo, entre em contato com register@clinicaltrials.gov. Assim que uma alteração for implementada em clinicaltrials.gov, ela também será atualizada automaticamente em nosso site .