MIOLO Standard Formula v2.5 -- Calibrated IOL Power Calculation with Physics-Informed Machine Learning
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| Natura: | Recurso digital |
| Lingua: | inglese |
| Pubblicazione: |
Zenodo
2026
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| _version_ | 1866901173058928640 |
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| author | miolo, bruno |
| author_facet | miolo, bruno |
| contents | <p>MIOLO Standard v2.5: Calibrated intraocular lens (IOL) power calculation formula using physics-informed machine learning. This version achieves 280/280 (100%) concordance with Barrett Universal II across 28 strategically selected validation cases spanning AL 21.5-29.0mm, K 39.9-46.9D, ACD 2.5-3.8mm. Key innovations include: (1) 6-term Barrett calibration layer with Kavg*ACD interaction and ACD quadratic modeling, (2) dampening mechanism for long myopic eyes with steep corneas, (3) fade-based short eye protection preserving superior hyperopic performance. Base model (v2.2) coefficients remain unchanged. Formula MLV transformation constitutes protected intellectual property. Supersedes v2.2 (DOI: 10.5281/zenodo.18099603).</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19172100 |
| institution | Zenodo |
| language | eng |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | MIOLO Standard Formula v2.5 -- Calibrated IOL Power Calculation with Physics-Informed Machine Learning miolo, bruno IOL Machine learning biometry Ophthalmology cataract surgery Barrett Universal II MIOLO <p>MIOLO Standard v2.5: Calibrated intraocular lens (IOL) power calculation formula using physics-informed machine learning. This version achieves 280/280 (100%) concordance with Barrett Universal II across 28 strategically selected validation cases spanning AL 21.5-29.0mm, K 39.9-46.9D, ACD 2.5-3.8mm. Key innovations include: (1) 6-term Barrett calibration layer with Kavg*ACD interaction and ACD quadratic modeling, (2) dampening mechanism for long myopic eyes with steep corneas, (3) fade-based short eye protection preserving superior hyperopic performance. Base model (v2.2) coefficients remain unchanged. Formula MLV transformation constitutes protected intellectual property. Supersedes v2.2 (DOI: 10.5281/zenodo.18099603).</p> |
| title | MIOLO Standard Formula v2.5 -- Calibrated IOL Power Calculation with Physics-Informed Machine Learning |
| topic | IOL Machine learning biometry Ophthalmology cataract surgery Barrett Universal II MIOLO |
| url | https://doi.org/10.5281/zenodo.19172100 |