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oai:figshare.com:article/34073881 2026-10-05T17:53:45Z category_4 category_146 category_7 category_12 category_16 category_21 category_873 category_734 category_931 category_106 portal_5 item_type_3 month_year_10_2026

<p>Result metrics (MAE and Pearson r value) across all, and across the individual normal and three LSCD severity classes (Stage 1, Stage 2, and Stage 3) for the AI-CE, MSU-Net, and OCT-CET models tested on the original dataset.</p> Micah Vinet (25317289) Nathan Siu (14492816) Clemence Bonnet (25317292) Craig Choi (25317295) Sarah Wu (5961959) Celso Nguyen (25317298) Corey Arnold (475067) William Speier (475066) Sophie X. Deng (14700475) Biochemistry Space Science Medicine Cell Biology Physiology Biotechnology Chemical Sciences not elsewhere classified Biological Sciences not elsewhere classified Information Systems not elsewhere classified Science Policy secondary retrospective dataset primary dataset comprised mean absolute error distinguishing corneal epithelium deep learning pipeline corneal disorder characterized epithelial thickness remains central epithelial thickness proposed model achieved imprecise clinical labels 4 %), 34 134 patient eyes lscd stages similarly div >< p 0 %), 34 2 %) lscd ce model performance 4 %), epithelial layer stage 2 model segmentations model based clinical software stage 3 stage 1 significantly improving severe cases scar tissue scale u oct images oct ), measurement due manual measurement limited applicability gold standard current state commercial software automated quantification automate measurement accurately delineate <p>Result metrics (MAE and Pearson r value) across all, and across the individual normal and three LSCD severity classes (Stage 1, Stage 2, and Stage 3) for the AI-CE, MSU-Net, and OCT-CET models tested on the original dataset.</p> 2026-10-05T17:53:34Z Dataset Dataset 10.1371/journal.pone.0358258.t001 https://figshare.com/articles/dataset/_p_Result_metrics_MAE_and_Pearson_r_value_across_all_and_across_the_individual_normal_and_three_LSCD_severity_classes_Stage_1_Stage_2_and_Stage_3_for_the_AI-CE_MSU-Net_and_OCT-CET_models_tested_on_the_original_dataset_p_/34073881 CC BY 4.0