OMB Individually Reported
Medical Text Indexer-NeXt Generation (MTIX) MEDLINE Indexing
Low riskExact public inventory row
Description
Time-consuming and burdensome manual indexing of MEDLINE citations
Detailed example
A set of MeSH terms describing the article topic
AI / analytics pattern
Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.
Automation level / stage
c) Deployed – The use case is being actively authorized or utilized to support the functions or mission of an agency.
Expected benefit
Cost-effective, timely, and efficient indexing of MEDLINE citation records.
Controls / human review
ATO: No; PIA: Not published
Data needed
The MTIX dataset is approximately 10 million PubMed MEDLINE citations published after 2006. It is publicly available data, used for training and evaluation of the MeSH terms predicted by the algorithm.