Health Lens dimensions

Visual Impairment

Dimension 630 of 1,100 · Health Lens

Excitement Index
0.0552

Visual Impairment measures the presence and impact of problems with seeing, including reduced clarity, light sensitivity, double vision, eye discomfort, and limitations in daily activities that depend on vision. It encompasses both sensory disturbance in the eyes and the extent to which vision problems interfere with functioning and comfort.

evidence final name · Eye See

Bands

Absent Visual Impairment

Expressions activating this band contain little to no clear evidence of vision-related difficulty and are often unrelated to seeing or eye function. When vision is mentioned, it reflects ordinary environmental or daily-life content rather than impairment.

Mild Visual Impairment

Expressions activating this band describe minor or situational visual difficulty, such as trouble reading under challenging conditions or needing some help with visually guided tasks. Vision remains broadly usable, with limitations appearing mainly in specific contexts.

Moderate Visual Impairment

Expressions activating this band describe noticeable visual disturbance centered on sensitivity to brightness and discomfort in strong light. Seeing is intact enough for navigation and everyday activity, but visual comfort is clearly disrupted.

High Visual Impairment

Expressions activating this band describe clear eye or vision problems such as double vision, impaired sight in one or both eyes, painful or itchy eyes, and reliance on corrective devices or magnification. Visual difficulty is persistent and clinically salient.

Severe Visual Impairment

Expressions activating this band describe markedly poor vision that substantially limits work, hobbies, outdoor activity, comfort, or the ability to see clearly even with correction. Vision problems are experienced as strongly burdensome and functionally restricting.

Evidence summary

Candidate names

Eye See1.00
Without0.50
Eyes0.50

Sentence counts by range

B-8..B-2782,625
B-1..B54,193,679
B6..B83,500
B9..B231,977
B24..B3662

Dataset representation

01__health_reviews__druglib__benefits_effectiveness54
03__fact_checking__liar__truth_ordinal24
05__whole_disney_dataset__rating47
06__text_reviews__acl_imdb__binary_sentiment73
07__emotion_labels__goemotions_reddit__multilabel54
08__dialogue_emotion__empathetic_dialogues__context63
10__social_media_sentiment__sentiment140__binary100
11__consumer_complaints__response_explanation_vs_relief66

Anchor definitions

Minimal Eye See

Minimal Eye See: Content characterized by night, cocktail, voting, and related themes. Expressions activating this band reflect eye see at this level.

Emerging Eye See

Emerging Eye See: Content characterized by picture, created, dark, and related themes. Expressions activating this band reflect eye see at this level.

Elevated Eye See

Elevated Eye See: Content characterized by see, eyes, eye, and related themes. Expressions activating this band reflect eye see at this level.

Severe Eye See

Severe Eye See: Content characterized by eyeglasses, distinguish, looking, and related themes. Expressions activating this band reflect eye see at this level.