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59 results about "Medication risk" patented technology

Patient medication risk early warning method

The invention discloses a patient medication risk early warning method, and relates to the technical field of medication risk evaluation. The method comprises the following steps: acquiring multi-dimensional data such as age, past medical history, allergy history, clinical examination data and prescription data of a patient, extracting chronic disease diagnosis information from the multi-dimensional data, and carrying out standardized coding to generate a common disease combination tag; calling a preset disease weight system, and calculating a common disease severity score in combination with an age factor; extracting metabolism-related indexes to construct a drug metabolism capability feature vector of the patient; mapping the drug combination, the co-disease tag and the metabolic feature vector to a clinical drug knowledge base to generate a comprehensive conflict detection result; and generating corresponding early warning information based on the conflict detection result and a preset early warning rule base, wherein the rule base comprises a mapping relationship between the conflict type and the early warning level. According to the method, drug use risk early warning can be realized according to the multi-disease coexistence state of the patient, and the drug use safety is improved.
Owner:成都市第一人民医院

Medication dynamic risk assessment method and system for elderly patients

The invention discloses a drug use dynamic risk assessment method and system for an elderly patient, and relates to the technical field of drug use risk assessment, and the method comprises the steps: collecting static factor data and dynamic factor data of the elderly patient, carrying out the preprocessing of the collected static factor data and dynamic factor data, and generating a feature vector for risk assessment; calculating a comprehensive risk score through a preset evaluation rule based on the feature vector; the comprehensive risk score is compared with a preset risk grading threshold value, the medication compliance risk grade of the elderly patient is determined, and the system comprises a data collection module, a preprocessing module, a risk assessment module and a grading module. The comprehensiveness and timeliness of medication compliance risk assessment of elderly patients are improved, and technical support is provided for medication intervention.
Owner:成都市第一人民医院

Visualization system for clinical internal medicine and visualization method thereof

The invention relates to the technical field of clinical medical data visualization, in particular to a visualization system for clinical internal medicine and a visualization method thereof. The method comprises the following steps: acquiring basic information of a clinical patient; according to the basic information of the clinical patient, performing medical treatment and medication event analysis, and performing triple entity relationship processing to generate patient medical record relationship map data; performing patient drug tolerance analysis based on the patient medical record relation map data to generate patient drug tolerance characteristic data; performing clinical physiological index risk probabilistic reasoning according to the drug tolerance characteristic data of the patient to generate individual clinical medication risk data; according to the individual clinical medication risk data, individual characteristic medicine dosage adjustment is carried out, medicine dosage curve visual dynamic display is carried out, and visual clinical medication response data is generated. According to the method, personalized and visual medication decision support is provided for clinicians through patient medication conditions and real-time physiological index analysis.
Owner:王俊燕

Intelligent senile chronic disease co-disease management system

The invention provides an intelligent management system for chronic diseases and common diseases of old people. The intelligent management system comprises an old people comprehensive evaluation module, a multidisciplinary collaborative diagnosis and treatment module, a multi-medication risk prediction management module, an intelligent chronic disease follow-up diagnosis management module and a health science popularization knowledge base module, the senile comprehensive assessment module inputs the personal chronic disease map of the patient into a risk factor prediction model for prediction, and outputs a comprehensive assessment result; the multidisciplinary cooperative diagnosis and treatment module is used for the first diagnosis / receiving diagnosis doctor to coordinate multidisciplinary doctors to perform cooperative diagnosis and treatment; the multi-medication risk prediction management module is used for giving comprehensive diagnosis, multi-medication management and risk prediction to the patient through collaborative diagnosis and treatment; the chronic disease intelligent follow-up diagnosis management module carries out follow-up visit tracking, health risk prediction and review prompting on the patient; and the health science knowledge base module matches and pushes corresponding health education knowledge. The accuracy and timeliness of senile chronic disease co-disease risk assessment prediction and management are improved, and a good auxiliary effect is achieved on improvement of the life quality of patients.
Owner:TIANJIN MEDICAL UNIVERSITY GENERAL HOSPITAL

Prescription multi-mode intelligent auditing system based on artificial intelligence

The invention discloses an artificial intelligence-based prescription multi-modal intelligent auditing system, which comprises a multi-modal data acquisition module, a data preprocessing module, a feature fusion module, an intelligent auditing model and a result feedback and knowledge base updating module, the multi-modal data comprises basic information of a patient, diagnosis information, inspection report data, medical image data and prescription text information, the data is automatically collected through the multi-modal data collection module, a deep learning algorithm is used for rapid processing and analysis, rapid examination and verification of a prescription are completed, comprehensive analysis is conducted in combination with the multi-modal data, and the accuracy of the prescription is improved. Comprising basic information, diagnosis information, inspection report data, medical image data and the like of the patient, whether the prescription has the problems of drug interaction, dosage abnormity, mismatching of indications and the like or not can be judged more comprehensively and accurately, in this way, auditing errors are effectively reduced, the drug use risk of the patient is reduced, and the drug use safety of the patient is guaranteed.
Owner:雷有峰

Explanatable clinical decision support system based on label generation and knowledge graph

The invention discloses an interpretable clinical decision support system based on label generation and a knowledge graph. The method comprises the following steps: based on a breast cancer domain knowledge enhanced version Qwen-BrCaAdapt of a general large language model Qwen, analyzing an unstructured medical record text of a patient, and generating a structured result containing tags, values, evidences and explanations; calculating a reasoning label through a path matching engine by utilizing an editable structured path rule table, and matching a candidate treatment scheme according to the reasoning label; and taking the matched treatment scheme as a central node, calling a medical knowledge graph to bind entity information including clinical evidence, recommendation levels, medical insurance information, medication risks, usage and dosage, and generating a traceable JSON structure and a visual report. The method has the beneficial effects that the accuracy and efficiency of tag generation in the breast cancer field are improved, the rule maintenance cost is reduced, the interpretability and traceability of a clinical decision scheme are enhanced, and the acceptability of a doctor to a recommendation result is improved.
Owner:ZHEJIANG HAIXINZHIHUI TECH CO LTD

Intelligent management system for chronic comorbidities in the elderly

The present invention proposes an intelligent management system for chronic comorbidities in the elderly, including a comprehensive elderly assessment module, a multidisciplinary collaborative diagnosis and treatment module, a multiple medication risk prediction management module, a chronic disease intelligent follow-up management module, and a health science knowledge base module. The comprehensive elderly assessment module inputs the patient's individual chronic disease profile into a risk factor prediction model for prediction and outputs a comprehensive assessment result. The multidisciplinary collaborative diagnosis and treatment module is used by the first-visit / admitting physician to coordinate multidisciplinary physicians for collaborative diagnosis and treatment. The multiple medication risk prediction management module is used to provide patients with comprehensive diagnosis, multiple medication management, and risk prediction through the collaborative diagnosis and treatment. The chronic disease intelligent follow-up management module performs follow-up tracking, health risk prediction, and review prompts for patients. The health science knowledge base module matches and pushes corresponding health education knowledge. The present invention improves the accuracy and timeliness of risk assessment, prediction, and management of chronic comorbidities in the elderly, and plays a good auxiliary role in improving the quality of life of patients.
Owner:TIANJIN MEDICAL UNIVERSITY GENERAL HOSPITAL

Anesthesia preoperative medication risk assessment method

The invention relates to the technical field of medical care information, in particular to an anesthesia preoperative medication risk assessment method, which comprises the following steps: acquiring preoperative anesthetic dose and operation time of each historical patient and different types of physiological index data of each historical patient in different operation stages; based on the preoperative anesthetic dosage and the operation time of each historical patient, the change condition of different types of physiological index data of each historical patient in different operation stages is analyzed, and risk weights generated by anesthetic medication for different types of physiological indexes are determined; and based on the risk weight, constructing an anesthetic drug risk assessment model, and performing real-time anesthetic drug risk assessment on the patient by using the constructed anesthetic drug risk assessment model. According to the method, the risk weights generated by the anesthetic drugs for different types of physiological indexes are determined in a self-adaptive manner, and the anesthetic drug risk assessment model is constructed based on the risk weights so as to perform anesthetic drug risk assessment, so that the risk assessment accuracy is effectively improved.
Owner:THE SIXTH AFFILIATED HOSPITAL OF SUN YAT SEN UNIV

Nephropathy medication interaction risk screening system

The invention relates to the technical field of medical care informatics, in particular to a nephropathy medication interaction risk screening system which comprises a data acquisition unit, an SOC chip processing and analysis unit, a risk early warning unit and a man-machine interaction and communication unit. Through multi-source data access, dynamic weight scheduling and Kalman filtering fusion correction, accurate and on-demand acquisition of nephropathy core indexes is realized, and real-time intelligent discrimination of personalized medication risks is realized by relying on knowledge base support, adaptive path adjustment and a safe atomization updating mechanism, so that the risk of the nephropathy is accurately determined. Therefore, the problems that traditional system data acquisition lacks specialized pertinence, risk assessment personalization is insufficient, and model updating is lagged are effectively solved, and the accuracy and timeliness of nephropathy medication interaction risk screening are remarkably improved.
Owner:GENERAL HOSPITAL OF NUCLEAR IND

Medication safety management method, device and equipment and readable medium

The invention relates to the technical field of medical information, in particular to a medication safety management method, device and equipment and a readable medium. The method comprises the following steps: acquiring electronic prescription data containing medicine names, specifications, dosage, usage, medication time and basic information of patients; performing multi-dimensional risk analysis on the electronic prescription data based on the medication safety knowledge base, including incompatibility analysis, dose safety analysis, medication time conflict analysis and special usage suitability analysis, and generating medication risk prompt information and a personalized medication guidance scheme; the medication guidance scheme comprises a text abstract and instruction data used for generating a two-dimensional code; driving label printing equipment to print the intelligent medication two-dimensional code; a detailed text, a voice interpretation file or a medicine use demonstration video file in the medicine use guidance scheme is associated with the two-dimensional code and stored in a server; a user can access the multimedia guidance file by scanning the two-dimensional code through terminal equipment, so that the medication compliance and safety of a patient are improved.
Owner:SECOND AFFILIATED HOSPITAL OF COLLEGE OF MEDICINEOF XIAN JIAOTONG UNIV

Medical prescription auditing and medication safety management and control method and device, equipment and storage medium

The invention discloses a medical prescription auditing and medication safety management and control method, device and equipment and a storage medium, and relates to the technical field of medical informatization and health big data, the method comprises the following steps: obtaining drug information, patient allergy history and multi-dimensional health data in a target prescription, and constructing a prescription data set; in combination with a medicine knowledge base and a taboo database, intelligent verification is carried out on the medication rationality of the prescription by utilizing a Duros rule engine and a graph neural network model, and a verification result and verification detail data are output; if the verification result is unreasonable, marking the prescription as a risk prescription, generating a medication risk assessment report and a prescription modification suggestion based on verification detail data, and pushing the report and the suggestion to a corresponding doctor terminal; and if the verification result is reasonable, generating personalized medication guidance through prescription-patient feature matching, and sending the personalized medication guidance to the doctor terminal, the patient terminal and the pharmacy terminal. According to the application, intelligent prescription checking and medication safety guarantee can be realized through risk assessment and personalized adaptation.
Owner:CHANGSHA TIME BEAT TECH CO LTD

Intraoperative medication automatic management device based on HIS system and control system thereof

The invention relates to the field of intraoperative medication, and particularly discloses an automatic intraoperative medication management device based on an HIS system and a control system thereof.The automatic intraoperative medication management device comprises a database module used for inputting and storing intraoperative medication names and administration routes conventionally used in a hospital to form an intraoperative medication database; the system docking module is used for docking with an HIS (hospital information system) of a hospital, and can automatically obtain and display the intraoperative medication advice of the patient from the HIS by inputting the hospitalization number of the patient; according to the invention, through the intelligent identification module, by using a scanner and an intelligent identification technology, accurate checking of medicine carried by a patient in an operation is realized, the medicine use risk caused by wrong medicine identification is effectively avoided, the AI medicine use risk assessment module uses an advanced AI algorithm to comprehensively analyze the medical record, the allergy history and the current medicine use condition of the patient, and the accuracy of the medicine use risk assessment is improved. The medication risk is automatically evaluated, a scientific decision basis is provided for medical staff, and the medication safety is further improved.
Owner:TONGJI HOSPITAL ATTACHED TO TONGJI MEDICAL COLLEGE HUAZHONG SCI TECH

Prescription auditing method and system based on regional remote prescription auditing platform

The invention provides a prescription auditing method and system based on a regional remote prescription auditing platform. The method comprises the following steps: receiving an original prescription data set uploaded by a regional medical institution; obtaining dynamic state information of the audit node, and customizing a task allocation strategy; task complexity is set, and a processing strategy is refined; rechecking the abnormal result, and outputting a rechecking result; and performing multi-level publishing on the reexamination result, and generating a regional drug use risk analysis report according to the reexamination result. According to the method, the core problems of uneven resource distribution, unreliable auditing process, low exception handling efficiency and the like in remote prescription auditing in the prior art are successfully solved, and a comprehensive and practical solution is provided for optimization of a remote prescription auditing system in a regional medical network.
Owner:THE THIRD AFFILIATED HOSPITAL OF SOUTHERN MEDICAL UNIV (ACAD OF ORTHOPEDICS GUANGDONG PROVINCE)

Tumor-chronic disease co-disease medication dynamic risk early warning method fusing AI and rule engine

The invention relates to the field of medical health and artificial intelligence, and discloses a tumor-chronic disease co-disease medication dynamic risk early warning method fusing AI and a rule engine, and the method comprises the steps: S1, collecting multi-source data of a co-disease patient, and generating unified feature data; s2, constructing a risk prediction model comprising a rule engine and a few-sample learning model; the rule engine performs preliminary judgment on the drug use risk; carrying out refined risk probability prediction on the few-sample learning model by utilizing a global category representation and feature matching mechanism constructed by the few-sample learning model; carrying out weighted fusion on prediction results of the two; s3, dynamically optimizing parameters of the few-sample learning model by adopting a meta-heuristic optimization algorithm; and S4, based on the optimized risk prediction model, carrying out real-time risk early warning on the medication data of the co-patient. According to the method, the technical problems of difficulty in prediction of a few-sample scene, low parameter optimization efficiency, unreliable early warning result and the like are effectively solved, and real-time monitoring, accurate evaluation and individualized early warning of the medication risk of the co-patient are realized.
Owner:SICHUAN CANCER HOSPITAL

Elderly tumor nursing evaluation system and method based on big data analysis

The invention relates to the technical field of medical care evaluation, in particular to an elderly tumor care evaluation system and method based on big data analysis, and the method comprises the steps: obtaining patient medication data and patient complication data; evaluating the medication matching degree of the patient through the medication data of the patient and the complication data of the patient; evaluating the multi-medication risk of the patient by combining the medication matching degree of the patient with medication data of the patient; evaluating the complication risk of the patient by combining the disease cumulative score table with the complication data of the patient; drug weights are distributed to the complication risks of the patients and based on the complication risk list of the patients; and adjusting the medication scheme of the patient and performing medication risk early warning on the patient by integrating the multi-medication risk assessment result of the patient and the medicine weight distribution result. According to the method, the medication scheme of the patient is adjusted in a targeted manner by quantifying the multi-medication risk of the patient and the complication risk of the patient, so that the accuracy and timeliness of nursing intervention are effectively improved.
Owner:THE FIRST AFFILIATED HOSPITAL OF ARMY MEDICAL UNIV

A method, device and equipment for assessing the risk of a drug used during pregnancy, and a storage medium

This invention discloses a method, apparatus, device, and storage medium for medication risk assessment during pregnancy, relating to the interdisciplinary fields of medical information technology and clinical pharmacy. The method includes: receiving patient information and proposed medication regimen information, whereby the patient information includes gestational age and information on multiple comorbidities; calling the corresponding gestational age adaptive risk weight matrix based on gestational age, weighting the patient features to generate a weighted feature vector, and inputting this vector into a machine learning model to obtain an initial medication risk score; based on a constructed heterogeneous knowledge graph, using entities corresponding to multiple comorbidities and medication regimen information as query starting points, performing multi-hop reasoning to determine the existence and severity of conflicting paths; if a conflicting path is detected, revising the initial medication risk score according to the severity of the conflict to generate a final risk score. This application enables individualized, interpretable, and evidence-based intelligent risk assessment of proposed medication regimens for pregnant women with multiple comorbidities.
Owner:WUHAN THIRD HOSPITAL

Intelligent decision support system for antiviral treatment of newly diagnosed HIV infected person

The invention belongs to the technical field of medical information, and particularly relates to a newly diagnosed HIV infected person antiviral treatment intelligent decision support system which comprises a multi-source data integration module, a medicine knowledge module, an individualized decision support module, an interactive output module, a knowledge optimization module and a safety and privacy protection module. The system replaces doctors to query and integrate patient data across multiple systems, clinical time is saved, key information omission is avoided, comprehensive data support is provided for treatment decisions, experience decisions are converted into systematic analysis and graded risk prompts are generated by means of an individualized decision support module, scheme deviation is effectively reduced, the medication risk is reduced, and the treatment efficiency is improved. The method assists the basic level in improving the treatment normalization, allows doctors to input new experience and new achievements summarized in practice into the system after double-blind auditing, and provides continuously iterative knowledge support for the scientificity of the antiviral treatment decision of the newly diagnosed HIV infected person.
Owner:THE AFFILIATED HOSPITAL OF SOUTHWEST MEDICAL UNIV

Crohn disease longitudinal queue course prediction system based on time perception Transform

The embodiment of the invention discloses a Crohn disease longitudinal queue course prediction system based on time perception Transform, and relates to the technical field of medical data processing, the system comprises a data preprocessing module, an input embedding layer, a Transform encoder and a multi-task multi-time window prediction header, the system breaks through the limitation that only baseline data is used for prediction of a traditional model, and the prediction efficiency is improved. According to the method, the full-cycle longitudinal data (such as inflammation indexes and medication records of each treatment) of the patient from the morbidity to the prediction can be integrated, and the disease progress, operation and medication risks of 1 year / 3 years / 5 years can be dynamically output. And reference is provided for clinicians.
Owner:PEKING UNION MEDICAL COLLEGE HOSPITAL +1

Interactive safe medication suggestion method and system for medicine-diagnosis cross check

The invention discloses an interactive safe medication suggestion method and system oriented to medicine-diagnosis cross check, and belongs to the technical field of medical artificial intelligence and clinical decision support (CDSS). According to the method, an intelligent probe is implanted into a writing interface of an electronic medical record (EMR), so that full-dimensional context information such as structured diagnosis, unstructured texts (such as chief complaint) and past medicine history of a patient is sensed in real time. At the moment when a doctor inputs a prescription, the system concurrently executes'drug-disease 'taboo verification and'drug-drug' interaction verification by using a pre-constructed heterogeneous medical knowledge graph. Once a potential medication risk is detected, the system immediately triggers a blocking mechanism, and automatically generates compliant alternative drug suggestions which are pharmacologically equivalent and conform to the physiological characteristics of the current patient based on graph embedding vector similarity and a multi-objective optimization sorting algorithm.
Owner:CHENGDU ZHIXUEYI DIGITAL TECH CO LTD

A method, device, system and equipment for processing information of a nutritional preparation

Embodiments of the present disclosure relate to the technical field of medical data processing, and specifically to a nutritional preparation medication information processing method, device, equipment and medium. The main steps of the foregoing method include: in response to an audit request for a medication prescription, retrieving and obtaining clinical diagnosis data corresponding to the medication prescription, extracting a disease keyword from the clinical diagnosis data, matching and analyzing the disease keyword with preset parenteral nutrition indication information to obtain a matching result, when the matching result indicates a matching success, auditing the medication prescription according to a first medication standard, and when the matching result indicates a matching failure, determining a second medication standard according to a nutritional risk score, gastrointestinal disorder information and a preset decision matrix, and auditing the medication prescription according to the second medication standard. The foregoing method can improve the efficiency of prescription auditing, improve the accuracy and rationality of the nutritional preparation medication prescription audit result, and reduce the medication risk of the nutritional preparation medication prescription.
Owner:SUN YAT SEN UNIVERSITY CANCER CENTER (CANCER HOSPITAL AFFILIATED TO SUN YAT SEN UNIVERSITY CANCER RESEARCH INSTITUTE OF SUN YAT SEN UNIVERSITY)

Autonomous medicine delivery and safety monitoring method and robot

ActiveCN121973255AAccurate calculation of complexion healthHigh precisionDrug and medicationsManipulatorHealth indexMedication risk
The embodiment of the invention provides an autonomous medicine delivery and safety monitoring method and robot, and the method comprises the steps: responding to a received medicine delivery instruction, and preloading a historical complexion health index database of a user; controlling the robot to move to a target user position of the user, and performing identity verification at the target user position; when the identity verification is passed, calling a personalized medication scheme and a historical complexion health index database of the user; collecting blood pressure, heart rate and body temperature data of the user to obtain a current-day complexion health index of the user; comparing the current-day complexion health index with a historical complexion health index database to obtain the complexion health degree of the user; fusing the complexion health degree, the physiological data and the drug taboo information to generate a drug use risk result; and adjusting the personalized medication scheme based on the medication risk result, and dynamically generating and outputting target medication guidance information. According to the method, the accuracy, the interactive experience and the safety of the medicine delivery service are improved.
Owner:JIMEI UNIV

Pharmacogenomics report generation method and device, medium and product

The invention discloses a pharmacogenomics report generation method and device, a medium and a product, and relates to the field. The method comprises the following steps: in response to the completion of a drug genome experiment of a first object, obtaining experimental result data of the drug genome experiment, and determining experimental result interpretation data based on a first drug gene association database; inputting the experimental result interpretation data, the object attribute information corresponding to the first object, the medical record information and the first medicine information into a pre-trained medication risk assessment model to obtain a medication risk assessment result of the first object; and generating a pharmacogenomics report of the first object based on the medication risk assessment result, the experimental result interpretation data, the object attribute information, the medical record information and the first drug information. According to the technical scheme of the invention, the problems of high threshold and low efficiency of the existing pharmacogenomics report generation are solved, the pharmacogenomics report can be automatically generated, the accuracy of the report content is improved, and the report generation cost is reduced.
Owner:KUNMING JINYU MEDICAL LAB CO LTD

A model for predicting the risk of medication during lactation and its use

The application discloses a model for predicting lactation medication risk, wherein when the model is used to predict the lactation medication risk, human trials are not needed for the to-be-tested drug, the lactation risk can be predicted based on the molecular structure of the to-be-tested drug, and when the lactation medication risk is predicted, the ROC_AUC value of 10-fold cross-validation reaches 0.80, indicating that the model has excellent prediction performance and generalization ability. The model can provide a rapid lactation medication risk evaluation tool for doctors and pharmacists, assist in formulating a safe medication scheme, avoid unnecessary weaning, reduce the adverse reaction risk of breastfed infants, and improve the medication safety level of mothers and infants. Meanwhile, the model can be combined to accurately evaluate the early safety of a new drug, identify and avoid potential lactation medication risks, guide molecular optimization in the new drug research and development process, and reduce the research and development cost and time.
Owner:揭阳市人民医院

Construction method and application of safety evaluation risk prediction model after child medication marketing

The invention discloses a construction method and application of a safety evaluation risk prediction model after child medication marketing, and the method comprises the steps: constructing a three-level index system, and determining the weight of each level of index through an analytic hierarchy process; based on the three-level index system, determining a risk feature set, constructing a three-level model architecture, and performing model training by adopting a machine learning algorithm; collecting multi-source real world data, and establishing a standardized data pool; the performance of the model is improved through hyper-parameter optimization and integrated learning, the performance of the model is verified and evaluated by adopting internal cross validation and an external independent data set, and the transparency of the model is enhanced through an interpretability technology; and establishing a dynamic updating mechanism, deploying the model as a cloud API service, and realizing risk prediction and early warning functions. According to the invention, multi-source real world data can be effectively integrated, the children medication safety risk can be accurately identified, the method is used for safety evaluation after children medication is listed, and the method is of great significance to supplement clinical test insufficiency before children medication is listed, reduce medication risk and guarantee children medication safety.
Owner:DRUG EVALUATION CENT OF THE STATE DRUG ADMINISTRATION (NAT CENT FOR ADVERSE DRUG REACTION MONITORING)

A method and system for dynamic risk assessment of drug use in elderly patients

The present invention discloses a method and system for dynamic risk assessment of medication for elderly patients, relating to the technical field of medication risk assessment. The method comprises collecting static factor data and dynamic factor data of elderly patients, pre-processing the collected static factor data and dynamic factor data, and generating a feature vector for risk assessment; calculating a comprehensive risk score based on the feature vector using preset assessment rules; comparing the comprehensive risk score with a preset risk grading threshold to determine the medication compliance risk level of the elderly patients. The system comprises data collection, pre-processing, risk assessment, and grading modules. The present application realizes multi-dimensional risk assessment by integrating static and dynamic data, thereby improving the comprehensiveness and timeliness of medication compliance risk assessment for elderly patients and providing technical support for medication intervention.
Owner:成都市第一人民医院

Data processing method and device, computer equipment and storage medium

The invention belongs to the technical field of artificial intelligence, and relates to a data processing method, which comprises the following steps: acquiring multi-dimensional physiological data and drug combination data of a target patient; calling a target prediction model issued by the central server; performing prediction processing on the multi-dimensional physiological data and the drug combination data based on the target prediction model to obtain corresponding adverse reaction evaluation data; judging whether the adverse reaction evaluation data is smaller than a preset dynamic safety threshold value or not; if yes, target drugs corresponding to the drug combination data are grabbed based on a drug dispensing tool; and generating medicine taking information corresponding to the target medicine, and displaying the medicine taking information. The invention further provides a data processing device, computer equipment and a storage medium. In addition, the medicine taking information can be stored in the block chain. The method can be applied to a medication management scene in the field of medical science and technology, and improves the efficiency and accuracy of medication risk assessment processing and medicine distribution processing.
Owner:CHINA PING AN LIFE INSURANCE CO LTD

Method and device for detecting medication safety

The embodiment of the invention provides a method and a device for detecting medication safety, and aims to detect the medication safety in medication suggestions and obtain the medication suggestions and user health portraits. The method comprises the following steps: acquiring a drug name in a drug use suggestion, and then aligning the drug name with a standard drug name in a drug knowledge base based on multiple alignment approaches; thirdly, through user portrait information and the aligned standard medicine names, an information graph at least containing disease entities, medicine entities and the incidence relation between the disease entities and the medicine entities is constructed; and based on the information graph, performing graph retrieval in a pre-constructed drug use knowledge graph, and determining whether the drug use suggestions have drug use safety risks or not by using drug use risk knowledge in the drug use knowledge graph. Therefore, the drug use risk in a complex scene can be identified.
Owner:ALIPAY (HANGZHOU) INFORMATION TECH CO LTD

A method for early warning and dynamic intervention of medication risks in smart pillboxes for elderly patients with chronic diseases

This invention discloses a method for medication risk warning and dynamic intervention using a smart pillbox for elderly patients with chronic diseases, relating to the fields of intelligent medical devices and chronic disease management technology. The method first constructs four types of chronic disease knowledge graphs: medication behavior, physiological indicators, drug interactions, and environmental conditions. Then, it processes the graphs using a GNN module with a GRU-like gating mechanism, weightedly fusing multi-time-step features using a time-step attention mechanism, and integrating similar patient features based on Jaccard similarity to generate comprehensive risk features. During the training phase, the risk level and type are output after feature optimization using a collaborative attention mechanism. In the inference phase, a similarity propagation mechanism is used to address the cold-start problem for newly enrolled patients, matching a three-level intervention rule base to generate personalized strategies, and iteratively optimizing the model based on intervention feedback. This invention achieves proactive and precise warning and dynamic intervention, improving risk assessment performance and patient medication adherence in different scenarios.
Owner:QINGDAO HENGXING UNIV OF SCI & TECH

A method for early warning of patient medication risks

The present invention discloses a method for early warning of patients' medication risks, which relates to the technical field of medication risk assessment. The method obtains multi-dimensional data such as the patient's age, past medical history, allergy history, clinical examination data, and prescription data, extracts chronic disease diagnosis information from them, and generates co-morbidity combination labels through standardized coding; calls a preset disease weight system, and calculates the co-morbidity severity score in combination with age factors; extracts metabolism-related indicators to construct a feature vector of the patient's drug metabolism ability; maps the drug combination, co-morbidity label, and metabolism feature vector to a clinical medication knowledge base to generate a comprehensive conflict detection result; generates corresponding early warning information based on the conflict detection result and a preset early warning rule base, and the rule base contains the mapping relationship between the conflict type and the early warning level. This method can achieve early warning of medication risks for the state of co-existence of multiple diseases in patients and improve medication safety.
Owner:成都市第一人民医院

Medication evaluation system for specific diseases and computer readable storage medium

The invention provides a medication evaluation system for specific diseases and a computer readable storage medium. The medication evaluation system is based on a pre-trained machine learning model or a neural network model, and combines input basic data of a doctor-seeing patient and a planned medication scheme to evaluate a risk condition that transaminase is abnormal after the doctor-seeing patient adopts the planned medication scheme. Particularly, the medication evaluation system can also evaluate the risk probability of transaminase abnormity after a plurality of planned medication schemes of the patient in parallel, and recommend a plurality of medication schemes with the lowest risk. The medication evaluation system provided by the invention is adopted to assist doctors in evaluating and screening medication risks of rheumatoid arthritis patients or systemic lupus erythematosus patients, so that the time of the doctors for adapting medication schemes for the patients can be saved, and the medication safety can be improved.
Owner:SHANGHAI GOTHIC NETWORK TECH CO LTD