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Senxu Medical AI-PBRTQC Overall application scenario diagram
Real time quality control based on patient data
Real time quality control based on patient data PBRTQC It is a method of using patient clinical sample testing results in real-time, Quality control method for continuous monitoring and analysis of performance throughout the entire process. Compared with traditional quality control products, it has lower cost, No matrix effect, Advantages such as continuous monitoring of potential quality risks and sensitivity to pre analysis errors. IFCC Guidance document, National Health Commission Industry Standards and ISO15189: 2022 The guidelines and other related recommendations advocate for clinical application.
The patient data quality control method has been proposed internationally for half a century, But there is a lack of domestic PBRTQC Professional software tools, Clinical laboratory PBRTQC Cognition of, There is still a certain gap in research and clinical application compared to foreign countries, And its clinical application is limited by the complexity of big data analysis, The difficulty of dynamic adjustment of parameter settings, And the lack of sensitivity and specificity.
Application Scenario
Senxu Medical AI-PBRTQC Overall application scenario diagram
Monitoring Methods
Senxu Medical AI-PBRTQC EWMA law
Senxu Medical AI-PBRTQC MA law
Senxu Medical AI-PBRTQC XB law
Senxu Medical AI-PBRTQC CUSUM law
Senxu Medical AI-PBRTQC AON law
Senxu Medical AI-PBRTQC Z score
AI Technology
Senxu Medical is based on AI Real time quality control intelligent monitoring platform for patient data (AI-PBRTQC) , Modeling based on international quality control management theory and authoritative statistical methods of national industry standards, It is the first independent product launched domestically, Original independent research and development using artificial intelligence and big data mining technology PBRTQC Professional intelligent quality control software tool.
The platform includes automatic statistical analysis of the distribution characteristics of patient big data, data filtering, 6 kind PBRTQC Automatic modeling and performance verification program for computational technology, Integrate quality control products QC, Real time dynamic operation and intelligent warning functions.
This platform utilizes cutting-edge artificial intelligence technology, Real time dynamic monitoring of medical data has been achieved, Ability to analyze and respond to changes in patient condition in real-time, Ensure the precision and efficiency of medical services. Establishing a multi parameter model is superior to traditional methods Westgard rules PBRTQC model, compared to IFCC Recommended differentiation PBRTQC Software tools have certain characteristics and innovations.
Case Studies
big data PBRTQC analysis NSE Project Display: 2023 year 10 Monthly positive bias, The overall average result of the physical examination population was found to be relatively high.
Through indoor quality control IQC, retest EQA Verification through other means shows that it is qualified, Stable analysis performance, And the replacement of reagents and calibration cannot be corrected. Finally verified with the department, At the start time of the alarm and the replacement of the collection specimen tube, Corrected after replacing the sample collection tube.
Based on this case, it can be concluded that: Senxu Medical AI-PBRTQC Can monitor the deviation of results caused by pre analysis factors, Can be used as indoor quality control IQC Supplement to the law.
Blood gas analysis of neonatal umbilical cord blood Lac big data PBRTOC The results show: 2022 year 8 Positive bias in the month, The test result is on the high side, Newborns with clinical feedback 8 Monthly occurrence of critical values, Consistent feedback with clinical symptoms.
Adult whole blood gas analysis Lac big data PBRTOC The results show: 2022 year 5-8 Monthly analysis performance is very stable. Comparing lactate levels among different populations, And on-site verification with the department, The reason for the high lactate level in umbilical cord blood of newborns is due to the distance between the neonatology department, Long delivery time leads to.
Senxu Medical AI-PBRTQC System monitoring found a biochemical project in a certain hospital ALT Abnormal fluctuations occur, 2023 year 3 The monthly test results are significantly lower.
Indoor quality control of this project IQC The result shows that it is under control, but AI-PBRTQC The system discovered abnormal distribution of results through big data analysis. Through investigation, it was found that, The problem lies in the stability of the new batch of reagents, Although the calibration and quality control provided by the reagent manufacturer have passed, However, there are still systematic biases in the actual clinical sample testing.
After replacing with stable batch reagents, The test results have returned to normal. This case demonstrates that, AI-PBRTQC The system can detect potential reagent quality issues earlier than traditional quality control methods.
Platform Features
Sen Xu AI-PBRTQC The intelligent real-time quality control platform has established cross brand real-time quality control for all scenarios AI-PBRTQC Internet, applied to 200 Multiple medical institutions, Application scenarios include medical institutions of different levels, Regional Inspection Center, Third party independent laboratories and county-level institutions, etc, Covering clinical testing 5 Major Group, 50+IVD Equipment manufacturer, 130+Device Model, 70+Reagent brand, 400+Test Items, every day 24 Real time dynamic monitoring on an hourly basis; Before coverage analysis, middle, After the entire process, The speed of identifying and warning quality risks from various sources is faster than traditional quality control, The validation and clinical application of billions of real-world big data have achieved high accuracy and specificity in identifying quality risks and error results 98%above.
Sen Xu AI-PBRTQC As a guiding direction in the context of the challenges posed by the concentrated mining flood"Quality Lighthouse", Not only for the application and quality management of clinical laboratories in medical institutions at the technical level, The medical safety of patients provides a solid guarantee, Promoted the internationalization process of the inspection industry at both the conceptual and practical levels, Ensuring the highest standards of quality and safety for clinical laboratories and patients. Through an international intelligent real-time quality control strategy, Optimizing Quality and Cost Balance with Intelligent Quality Control Strategy, Optimizing the quality of life with intelligent big data.
Instrument & Lab Comparison
Value Added Services
Through professional AI-PBRTQC Waiting for intelligent testing software tools to conduct real-world big data analysis in clinical laboratories, in-depth analysis, Assist hospitals in uncovering valuable information, Provide data preprocessing, feature extraction, One stop shop services such as model training, Empowering research output, Enhance the influence of disciplines.
Through professional AI-PBRTQC, AI-DC Waiting for intelligent testing software tools to conduct real-world big data analysis in clinical laboratories, Assist in analyzing laboratory quality risk events, Analysis of Reasons for Unqualified Indoor Quality Evaluation, Reasons for clinical complaints, Improve the management level of clinical laboratories.
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