Logical Observation Identifiers Names and Codes LOINC

**Overview**
This data package shows the information of Logical Observation Identifiers Names Codes Map to Source Organization, Codes Source Organization and Names and Codes.

**Description**
This data package contains the data on LOINC organization. LOINC is a common language (set of identifiers, names, and codes) for clinical and laboratory observations. LOINC provides the lingua franca for interoperable data exchange.

**Benefits**
- Logical observation identifier names and codes (loinc) database is useful to identify a public use set of codes and names for electronic reporting of clinical laboratory test results.
- loinc codes are universal identifiers for laboratory test results and other clinical observations.
- loinc has been developed to facilitate particularly the transmission and storing of clinical laboratory results (blood haemoglobin or serum potassium etc.) to support clinical care, outcomes management, and clinical research.

**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**
- [Logical Observation Identifiers Names Codes Map to Source Organization](https://www.johnsnowlabs.com/marketplace/logical-observation-identifiers-names-codes-map-to-source-organization)
- Logical Observation Identifiers Names and Codes (LOINC) is a database and universal standard for identifying medical laboratory observations. This dataset shows the codes which maps to source organization. Mapping each entity-specific code to its corresponding universal code can represent a significant investment of both human and financial capital.
- [Logical Observation Identifiers Names and Codes Source Organization](https://www.johnsnowlabs.com/marketplace/logical-observation-identifiers-names-and-codes-source-organization)
- Logical Observation Identifiers Names and Codes (LOINC) is a database and universal standard for identifying medical laboratory observations. This dataset shows the LOINC source organization names.
- [Logical Observation Identifiers Names and Codes](https://www.johnsnowlabs.com/marketplace/logical-observation-identifiers-names-and-codes)
- Logical Observation Identifiers Names and Codes is a common language (set of identifiers, names, and codes) for clinical and laboratory observations. LOINC provides the lingua franca for interoperable data exchange, it contains concepts for everything from a serum alpha 1 antitrypsin level to a zygomatic arch x-ray report. For each concept, LOINC contains many other rich details, such as synonyms, units of measure, and carefully crafted descriptions.

**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
- Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.

**Need Help?**
If you have questions about our products, contact us at [[e-mail]](mailto:[e-mail]).

搜集汇总

背景与挑战

背景概述

该数据集提供LOINC（临床观察标识符名称与代码）标准信息，包含实验室测试结果和临床观察的通用标识符、名称及组织映射关系。数据经过专家审核和多重质量验证，支持医疗数据互操作性和研究应用。