I.
PRISMA-ScR conformant
Search across MEDLINE, Embase, Web of Science, and Scopus. Dual screening at title/abstract and full-text; disagreements adjudicated by a third reviewer. Protocols pre-registered on OSF.
§01 Editorial · This Issue
Every published AI model
in ophthalmology — graded,
dated, and contestable
A living model-card registry for AI/ML in ophthalmology — peer-screened, APPRAISE-AI graded, dated.
This Issue at a Glance
3
Published cards
All in oculoplastics
1/9
Subspecialties live
8 onboarding through 2027
3
Added this quarter
Continuous submissions open
312
Excluded at screening
Dual review · Cohen's κ = 0.84
100%
APPRAISE-AI graded
Six subdomains, in duplicate
§02Index of Subspecialties
Nine subspecialties. One umbrella.
One model card per published study.
Each subspecialty maintains its own searchable library and publishes a peer-reviewed scoping-review manuscript.
01
Oculoplastics
Live
3
2025-07-15 →
02
Retina
Onboarding
0
→
03
Glaucoma
Onboarding
0
→
04
Cornea
Planned
0
→
05
Neuro-ophthalmology
Planned
0
→
06
Pediatrics & Strabismus
Planned
0
→
07
Ocular Oncology
Planned
0
→
08
Cataract & Refractive
Planned
0
→
09
Ophthalmic Pathology
Planned
0
→
Tabulated 9 entries · sorted by onboarding cohort View all →
§03Editorial Standards
Three commitments
we hold ourselves to.
Transparent methods, structured appraisal, and clear evidence gaps — visible on every card
II.
APPRAISE-AI graded
Each model is appraised in duplicate across six APPRAISE-AI subdomains. The 0–100 total maps to Low, Moderate, High, and Very High bands.
III.
Continuously updated
Annual full-text re-search per subspecialty; continuous submissions screened within four weeks. Cards are versioned and may be marked Updated, Deprecated, or Disputed.
§04Recent Activity
Entries from the public log.
Every card status change is logged with date, kind, and reviewer attribution.
2026-04-28
ADDED
Strabismus AI Platform (corneal light-reflection) — initial publication (v1.0.0)
2026-04-28
ADDED
PeriorbitAI — initial publication (v1.0.0)
2026-04-28
ADDED
Materialise Mimics + Planmeca Romexis (orbital trauma) — initial publication (v1.0.0)
§05Cite this Resource
How to attribute the registry.
Each annual subspecialty snapshot will be minted with a Zenodo DOI and archived to the Internet Archive. Cite the umbrella registry until per-subspecialty DOIs are issued.
@misc{eyemodelhub2026,
author = {Balas, M. and contributors},
title = {EyeModelHub: a living scoping
registry of AI/ML in ophthalmology},
year = {2026},
volume = {1}, number = {3},
url = {https://eyemodelhub.com}
} Per-subspecialty DOIs will be minted at each annual review release.
§06 · Open Contribution
Know a model worth
cataloguing? Submit it.
Submissions are screened against the pre-registered inclusion criteria within four weeks. Both research prototypes and regulator-cleared products are eligible; preprints and unpublished work are excluded. Eligible submissions enter peer appraisal in duplicate using APPRAISE-AI and are published as a versioned model card with reviewer attribution.