Health Lens dimensions

Dependence

Dimension 596 of 1,100 · Health Lens

Excitement Index
0.0562

Dependence measures the extent to which an expression centers on needing help, support, or external resources rather than functioning autonomously. It encompasses personal self-sufficiency, reliance on other people, and dependence on aids, medications, or assistance in daily life.

evidence final name · Need Depend

Bands

Minimal Dependence

Expressions activating this band contain little clear dependence content and are often procedural, administrative, or incidental in focus. When dependence is implied, it appears only in a very weak or background form rather than as a salient concern.

Low Dependence

Expressions activating this band touch on social support, interpersonal reliability, or comfort with others, but dependence is indirect and not framed as a strong need for assistance. The expression may mention help, conflict, or social connection while preserving ordinary functioning and agency.

Moderate Dependence

Expressions activating this band present dependence as a meaningful personal issue through themes of helplessness, being taken seriously, receiving help, or managing basic needs without assistance. Reliance on others is recognized as relevant, but autonomy remains an active concern.

High Dependence

Expressions activating this band emphasize self-reliance and independence as central concerns, often in explicit contrast to needing others or depending on supports. Dependence is salient because the expression is focused on maintaining autonomy, functioning alone, or being seen as independent.

Severe Dependence

Expressions activating this band directly describe substantial reliance on other people, medications, financial support, or health-related aids. Dependence is experienced as a defining condition of functioning, with help from dependable others or external supports treated as necessary.

Evidence summary

Candidate names

Need Depend1.00
Dependency0.50
Nothing0.50

Sentence counts by range

B-8..B-539,857
B-4..B24,816,677
B3..B4119,589
B5..B115,653
B12..B2567

Dataset representation

01__health_reviews__druglib__benefits_effectiveness30
03__fact_checking__liar__truth_ordinal35
05__whole_disney_dataset__rating63
06__text_reviews__acl_imdb__binary_sentiment54
07__emotion_labels__goemotions_reddit__multilabel67
08__dialogue_emotion__empathetic_dialogues__context70
10__social_media_sentiment__sentiment140__binary74
11__consumer_complaints__response_explanation_vs_relief103

Anchor definitions

Minimal Need Depend

Minimal Need Depend: Content characterized by complaint, sending, request, and related themes. Expressions activating this band reflect need depend at this level.

Emerging Need Depend

Emerging Need Depend: Content characterized by knew, see, right, and related themes. Expressions activating this band reflect need depend at this level.

Elevated Need Depend

Elevated Need Depend: Content characterized by addicted, her, relying, and related themes. Expressions activating this band reflect need depend at this level.

Severe Need Depend

Severe Need Depend: Content characterized by need, depends, without, and related themes. Expressions activating this band reflect need depend at this level.