Health Lens dimensions

Speech Difficulty

Dimension 1009 of 1,100 · Health Lens

Excitement Index
0.0423

Speech Difficulty measures problems producing clear, fluent, and effective spoken expression. It encompasses difficulty finding words, speaking smoothly, being understood, and communicating what one wants to say.

evidence final name · Speak Speaking

Bands

Minimal Speech Difficulty

Expressions activating this band show little to no recognizable speech-related difficulty, with content that is diffuse or only weakly connected to spoken expression.

Mild Speech Difficulty

Expressions activating this band describe intermittent strain in spoken expression, such as trouble finding words, expressing oneself clearly, or speaking in ways that support social interaction and everyday communication.

Moderate Speech Difficulty

Expressions activating this band describe noticeable impairment in speech production, including stumbling over words, mumbling, reduced fluency, slurring concerns, or difficulty being understood when speaking.

Severe Speech Difficulty

Expressions activating this band describe pronounced inability to speak clearly or say what one intends, often requiring slowed speech for comprehension or reflecting direct reports of major speaking problems.

Evidence summary

Candidate names

Speak Speaking1.00
Speech0.50
Saying0.50

Sentence counts by range

B-8..B-4385,931
B-3..B34,594,196
B4..B101,637
B11..B1779

Dataset representation

01__health_reviews__druglib__benefits_effectiveness45
03__fact_checking__liar__truth_ordinal42
05__whole_disney_dataset__rating54
06__text_reviews__acl_imdb__binary_sentiment92
07__emotion_labels__goemotions_reddit__multilabel81
08__dialogue_emotion__empathetic_dialogues__context104
10__social_media_sentiment__sentiment140__binary88
11__consumer_complaints__response_explanation_vs_relief52

Anchor definitions

Minimal Speak Speaking

Minimal Speak Speaking: Content characterized by charger, ride, fit, and related themes. Expressions activating this band reflect speak speaking at this level.

Moderate Speak Speaking

Moderate Speak Speaking: Content characterized by gec, speak, speaking, and related themes. Expressions activating this band reflect speak speaking at this level.

Intense Speak Speaking

Intense Speak Speaking: Content characterized by speech, speak, sound, and related themes. Expressions activating this band reflect speak speaking at this level.

Peak Speak Speaking

Peak Speak Speaking: Content characterized by speech, speeches, even, and related themes. Expressions activating this band reflect speak speaking at this level.