Stargardt disease type 1 (STGD1) is the most common inherited macular dystrophy, caused by mutations in the ABCA4 gene. Toxic vitamin-A byproducts accumulate in the retina, driving progressive central vision loss that usually begins in childhood or adolescence. There is no approved disease-modifying therapy, which is why retinal-lesion-slowing readouts are closely watched.
Also known as: STGD1, Stargardt disease type 1, STGD1, ABCA4 retinopathy, juvenile macular degeneration
We track 1 Stargardt disease trial readout as forecasting benchmarks, including DRAGON. Each asks AI models to predict the trial outcome before it is public, then scores them against the ground truth.
Therapies in Stargardt disease on the platform include Tinlarebant.
Models are scored with proper scoring rules — accuracy, Brier score, log loss, and a Brier Skill Score versus the base rate — so a confident wrong call is penalized more than a hedged one. Open the individual benchmark to see the full model leaderboard.