About this trial
This study is based on the Nicheng Cohort study. This study intends to analyze whether AI assistance can effectively improve the efficiency and accuracy of quality control of data collected in large-scale epidemiological surveys based on traditional quality control processes.
Eligibility criteria
This trial does not accept healthy volunteersQualifiers
Be proficient in using computers;
The person responsible for questionnaire quality control needs to have good dialect recognition ability;
Have a basic understanding or high acceptance of AI-assisted tools, and be able to adapt to the learning and application of new technologies
Be able to participate in the research throughout the process, abide by the research process, receive training, and be willing to complete quality control tasks as required.
Disqualifiers
The person responsible for questionnaire quality control cannot understand or recognize Shanghai Nanhui dialect proficiently;
Unfamiliar with AI-assisted tools and difficult to accept technical operations;
Unable to participate in the research, receive training or complete the specified tasks due to other work or academic reasons;
Trial population
Questionnaires in the Nicheng cohort
Trial design
Other
Cross-sectional
Treatments tested in this trial
AI-assisted quality control tool
Other interventionIn this study, quality control personnel will be randomly divided into an experimental group and a control group, and will use artificial intelligence-assisted quality control and manual quality control to conduct quality control on the data collected from the epidemiological survey. Experimental group: Quality control personnel will use the AI system to perform quality control on the questionnaire recordings. Control group: The questionnaire content was checked by manually listening back to the recordings and errors were recorded manually.
Treatment groups
Trial outcomes
Primary outcomes
Accuracy
changes in the efficiency and accuracy of quality control of data collected in large-scale epidemiological surveys with AI-assisted tool
Secondary outcomes
Completeness and consistency
AI-assisted quality control in questionnaire quality control improves the integrity and consistency of questionnaire data through automated keyword extraction and logical consistency checking.
Locations
Sponsors and contacts
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