1. DMDAI: Dental and Maxillofacial Datasets for Artificial Intelligence

  2. DDS-AI: Dental Data Sharing for Artificial Intelligence

Tasks

members

identify potential donors

generate consent and donation form

generate minimal metadata for donation

identify minimal donation numbers (100?)

generate identification procedure

Demographic information

The importance of collectiong demographic attribute information is not necesarily for it to be embedded as an input variable or predictor in ML models, which may perpetuate harm along these axes, but importantly, to ensure that is collected for auditing model performance across dissagregated subgroups as a method of bias discovery. (doi 10.1035/s41591-023-02608-w)

Key papers

Healthsheets

Datasheets for datasets

Key metrics

Information Quality (InfoQ)

Kenett and Shmueli (2012) proposed eight dimensions to help assess InfoQ: