Surgical Outcomes

**Overview**
This data package shows the Incidence & Surgical Procedures for Diabetes and PAD HRR Level, Readmission of Diabetic Patients Post Bariatric Surgery HRR Level and Revascularization HRR Level for the year 2014.

**Description**
This report from the Dartmouth Atlas series on variation in the care of surgical conditions carefully details the scope of the problem of diabetes and peripheral arterial disease and, as in previous Atlas analyses, emphasizes geographic practice variation in both preventive services and in surgical treatment rates. This Dartmouth Atlas of Health Care series reports on unwarranted regional variation in the care of several conditions for which surgery is one important treatment option.

**Benefits**
- Useful to compare the surgical interventions for diabetes complications. useful to analyze the impact of factors like age, gender and race/ethnicity on the utilization of surgical healthcare services for diabetes complications. useful for preventive and curative healthcare resources management.

**License Information**
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the [Data Library](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

**Included Datasets**
- [Incidence and Surgical Procedures for Diabetes and PAD HRR Level 2014](https://www.johnsnowlabs.com/marketplace/incidence-and-surgical-procedures-for-diabetes-and-pad-hrr-level-2014)
- This report from the Dartmouth Atlas series on variation in the care of surgical conditions carefully details the scope of the problem of diabetes and peripheral arterial disease and, as in previous Atlas analyses, emphasizes geographic practice variation in both preventive services and in surgical treatment rates.
- [Readmission of Diabetic Patients Post Bariatric Surgery HRR Level 2014](https://www.johnsnowlabs.com/marketplace/readmission-of-diabetic-patients-post-bariatric-surgery-hrr-level-2014)
- This report from The Dartmouth Atlas series in support by The Michigan Bariatric Surgery Collaborative (MBSC) carefully details the scope of the ever-increasing problem of obesity and, as in previous Atlas analyses, emphasizes geographic practice variation in surgical treatment rates. However, the report also takes a more longitudinal view.
- [Readmission of Diabetic Patients Post Revascularization HRR Level 2014](https://www.johnsnowlabs.com/marketplace/readmission-of-diabetic-patients-post-revascularization-hrr-level-2014)
- This report from the Dartmouth Atlas series on variation in the care of surgical conditions carefully details the scope of the problem of diabetes and peripheral arterial disease and, as in previous Atlas analyses, emphasizes geographic practice variation in both preventive services and in surgical treatment rates.

**Data Engineering Overview**
**We deliver high-quality data**
- Each dataset goes through 3 levels of quality review
- 2 Manual reviews are done by domain experts
- Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
- Data is normalized into one unified type system
- All dates, unites, codes, currencies look the same
- All null values are normalized to the same value
- All dataset and field names are SQL and Hive compliant
- Data and Metadata
- Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
- Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
- Data Updates
- Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted

**Our data is curated and enriched by domain experts**

Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:
- Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
- Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
- Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
- The data is always kept up to date – even when the source requires manual effort to get updates
- Support for data subscribers is provided directly by the domain experts who curated the data sets
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搜集汇总

背景与挑战

背景概述

该数据集收录了2014年糖尿病及周围动脉疾病的手术治疗数据，重点分析不同地区在预防服务和手术治疗率方面的差异。包含三个子数据集，分别涉及糖尿病并发症手术、减肥手术后患者再入院率及血运重建手术数据，适用于医疗资源管理和手术效果比较研究。