An Unusual Case of Lacrimal Gland Dacryops in a 10-Year-Old Child.

Lacrimal gland dacryops are an unusual type of benign epithelial neoplasm. Most of the literature refers to dacryops of the lacrimal palpebral lobe, with orbital lobe involvement less frequent. The authors report a case of dacryops in a 10-year-old child involving the orbital lobe of the lacrimal gland.

Classifying glaucoma exclusively with OCT: comparison of three clustering algorithms derived from machine learning.

Background/aims: To objectively classify eyes as either healthy or glaucoma based exclusively on data provided by peripapillary retinal nerve fiber layer (pRNFL) and ganglion cell-inner plexiform (GCIPL) measurements derived from spectral-domain optical coherence tomography (SD-OCT) using machine learning algorithms.

Methods: Three clustering methods (k-means, hierarchical cluster analysis -HCA- and model-based clustering-MBC-) were used separately to classify a training sample of 109 eyes as either healthy or glaucomatous using solely 13 SD-OCT parameters: pRNFL average and sector thicknesses and GCIPL average and minimum values together with the six macular wedge-shaped regions. Then, the best-performing algorithm was applied to an independent test sample of 102 eyes to derive close estimates of its actual performance (external validation).