Andrea A. Tooley - research works

The study included 25 patients (median age 76.6 years).

Mean time from presentation-to-treatment was 5.67 months (range 0.26-28.52 months), with a subset experiencing prolonged delays.

Local tumor recurrence occurred in 4 (16%) at a median of 26.46 months.

Overall survival was 54.2% at 10 years, with no deaths attributed to sebaceous carcinoma.

Follicular lymphoma was the most common subtype (n = 13, 41.9%) and was more associated with unilateral disease compared to other subtypes (p = 0.01).

Common presenting symptoms included a palpable mass (n = 17, 54.8%), eyelid swelling (n = 16, 51.6%), and ptosis (n = 12, 38.7%).

Patients were most often diagnosed with Ann Arbor Stage IV lymphoma (n = 17, 54.8%) via incisional biopsy (n = 13, 41.9%).

Radiation therapy (n = 9, 29.0%) was the most common initial treatment, and most patients received radiation (n = 19, 61.3%) and/or chemotherapy (n = 21, 67.7%).

PLS semantic analysis found high meaning preservation (bidirectional encoder representations from transformers score mean F1 score: 0.85) with greater readability than SONs (Flesch Reading Ease: 51.8 vs 43.6; Flesch-Kincaid Grade Level: 10.7 vs 11.9).

Ophthalmologists (n = 489; 84% response rate) reported high PLS accuracy (90% [320 of 355] a great deal) with minimal review time burden (94.9% [464 of 489] ≤1 minute).

PLS error rate on ophthalmologist review was 26% (126 of 489).

A total of 83.9% (104 of 126) of errors were deemed low risk for harm and none had a risk of severe harm or death.