Health Lens dimensions

Gang Involvement

Dimension 404 of 1,100 · Health Lens

Excitement Index
0.0607

Gang Involvement measures the extent to which an expression reflects affiliation with gangs or gang-like peer groups organized around delinquent, illegal, or coercive group activity. It encompasses references to gang membership, gang-associated peer networks, group-based troublemaking, and criminal or violent acts tied to group identity.

evidence final name · Criminal Activity

Bands

Absent Gang Involvement

Expressions activating this band are administrative, legal, or classificatory in wording and do not convey lived affiliation with gangs, delinquent peer groups, or group-based offending.

Incidental Gang Involvement

Expressions activating this band refer to social behavior, peer evaluation, misconduct, or isolated offending without a clear gang frame. Group contact may be present, but affiliation with an organized delinquent group is not established.

Emerging Gang Involvement

Expressions activating this band show stronger linkage between peer-group life and illegal or aggressive behavior, including being caught by police, robbery, or neighborhood intervention around group misconduct. Gang-related social embedding is becoming recognizable, though explicit gang membership may still be indirect.

Active Gang Involvement

Expressions activating this band depict regular participation in groups associated with trouble, gang fights, criminal peers, or poor functioning within a delinquent group context. The expression presents gang-related group life as an active social environment rather than an isolated event.

Explicit Gang Involvement

Expressions activating this band directly identify gang membership or clearly invoke organized criminal group identity, including named gangster or mafia-like affiliation. Gang participation is stated as a defining role or status.

Evidence summary

Candidate names

Criminal82.00
Criminal Activity69.50
Criminal Activity Aggression45.80
Activity Aggression Property44.80
Activity Stealing Police41.70

Sentence counts by range

B-6..B-5135
B-4..B23,600,989
B3..B81,376,915
B9..B153,543
B16..B29261

Dataset representation

01__health_reviews__druglib__benefits_effectiveness76
03__fact_checking__liar__truth_ordinal109
05__whole_disney_dataset__rating107
06__text_reviews__acl_imdb__binary_sentiment212
07__emotion_labels__goemotions_reddit__multilabel127
08__dialogue_emotion__empathetic_dialogues__context107
10__social_media_sentiment__sentiment140__binary162
11__consumer_complaints__response_explanation_vs_relief192

Anchor definitions

Minimal Criminal Activity

Minimal Criminal Activity: Expressions show no meaningful criminal activity content. The proxy is effectively absent. Expressions activating this band are unrelated to criminal activity.

Emerging Criminal Activity

Emerging Criminal Activity: Criminal activity is experienced here as observable behavioral patterns associated with problematic or disordered functioning. This is the first band where criminal activity becomes detectable. Expressions activating this band engage with criminal activity at a level associated with formal behavioral assessment.

Elevated Criminal Activity

Elevated Criminal Activity: Criminal activity is clearly present at this level. Unlike the band below, where criminal activity was characterized by the behavioral form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect criminal activity at this level of intensity.

Severe Criminal Activity

Severe Criminal Activity: Criminal activity is clearly present at this level. Compared to the band below, criminal activity is more intense and concentrated but retains the same essential character. Expressions activating this band reflect criminal activity at this level of intensity.