Model recipes for incoming workload prediction

Intelerad是一家加拿大公司，总部设在蒙特利尔，加拿大办事处设在卡尔加里**和多伦多。该公司从其加拿大办事处设计和开发医疗成像软件解决方案**，允许医院、成像中心和放射学阅读小组访问和解释医学图像，以便**建立诊断。**通过使用直接来自Intelerad的图像存档和通信**系统(PACS)的实时事件和指标，Intelerad的透视性预测工作量分析仪表板正在设计**为关键运营人员和放射科医生提供对成像企业或实践运营的深入见解。**仪表板还准确地指出整个成像链的优势和工作流程效率，跟踪成像**部门和放射科医生特定的生产力数据，并推断系统级数据和指标，如研究**数量或预期到来的工作量和订单周转时间(TAT)和错失率。**Intelerad目前希望增强其推断和预测前述系统级数据**和指标(即预期到来的工作量、订单周转时间(TAT)和订单错失率)的能力。**在此项目中，Ryerson和Intelerad调查传入工作量数据流和放射科医生生产率*模式，并基于研究结果，对开发的**概念验证预测模型提出改进或新方法。

Intelerad is a Canadian company with its Head Office in Montreal and additional Canadian offices in Calgary**and Toronto. The company designs and develops medical imaging software solutions from its Canadian offices**which allow hospitals, imaging centers, and radiology reading groups to access and interpret medical images in**order to establish a diagnosis.**By using real-time events and metrics sourced directly from Intelerad's Picture Archiving and Communication**System (PACS), Intelerad's Clairvoyance Predictive Workload Analytics dashboard is being designed to**provide deep insights for key operational staff and radiologists into imaging enterprises or practice operations.**The dashboard also pinpoints strengths and workflow inefficiencies across the imaging chain, tracks imaging**department and radiologist-specific productivity data, and infers system-level data and indicators, such as study**volume or expected incoming workload and order turn-around time (TAT) and miss TAT rate.**Intelerad currently would like to enhance its ability to infer and predict the aforementioned system-level data**and indicators namely expected incoming workload, order Turn Around Time (TAT), and order Miss TAT rate.**In this project, Ryerson and Intelerad investigate incoming workload data stream and radiologist productivity**patterns and based on research findings, propose enhancements or new approaches altogether to the developed**proof of concept predictive models.