先施健康合理用药模型
收藏资源简介：
1、数据存储方式 采用MySQL关系型数据库存储结构化的处方流水、患者信息及药品字典；利用JSON格式存储非结构化的处方图片链接及算法模型配置。该混合存储架构确保了高频次用药审核与实时风控的读写性能。 2、数据组织方式 以处方ID（rxId）为主键核心，纵向关联患者身份（idCard）与临床诊断信息；横向聚合药品明细与用药参数。系统基于诊断（mainDiagnosisName）与药品编码（drugCode）的关联关系，通过K-Means与GMM算法构建多维用药特征向量空间，实现从“单次处方”到“完整疗程”的逻辑组织。 3、数据字段信息 基础标识：rxId（处方ID/String）、rxNo（处方编号）、storeName（门店名称）、rxDate（处方日期）； 诊疗特征：idCard（身份证号）、chiefComplaint（主诉）、mainDiagnosisName（主要诊断）、docName（医生姓名）； 用药参数：drugCode（药品编码）、drugName（药品名称）、wmOnceDosage（单次用量）、wmFrequencyname（用药频次）等
1. Data Storage Method Structured prescription flow records, patient information and drug dictionaries are stored in MySQL relational databases; unstructured prescription image links and algorithm model configurations are stored in JSON format. This hybrid storage architecture ensures the read-write performance required for high-frequency medication reviews and real-time risk control. 2. Data Organization Method Taking the prescription ID (rxId) as the core primary key, it vertically associates patient identity (idCard) and clinical diagnosis information; it horizontally aggregates drug details and medication parameters. Based on the association between diagnosis (mainDiagnosisName) and drug code (drugCode), the system constructs a multi-dimensional medication feature vector space through K-Means and Gaussian Mixture Model (GMM) algorithms, realizing the logical organization from "single prescription" to "complete course of treatment". 3. Data Field Information Basic identifiers: rxId (Prescription ID / String), rxNo (Prescription Number), storeName (Store Name), rxDate (Prescription Date); Diagnosis and Treatment Characteristics: idCard (ID Card Number), chiefComplaint (Chief Complaint), mainDiagnosisName (Main Diagnosis), docName (Doctor's Name); Medication Parameters: drugCode (Drug Code), drugName (Drug Name), wmOnceDosage (Single Dosage), wmFrequencyname (Medication Frequency), etc.
