Health Lens dimensions

Behavioral Sanction Exposure

Dimension 316 of 1,100 · Health Lens

Excitement Index
0.0637

Behavioral Sanction Exposure measures the extent to which an expression reflects disciplinary, legal, or institutional consequences tied to behavior problems, rule violations, or conduct concerns. It encompasses school punishment, police involvement, and formal identification by authorities or institutions in response to disruptive or concerning behavior.

evidence final name · Police Contact

Bands

Minimal Behavioral Sanction Exposure

Expressions activating this band do not show a clear pattern of disciplinary, legal, or institutional consequences and are largely unrelated, incidental, or only weakly connected to conduct concerns.

Mild Behavioral Sanction Exposure

Expressions activating this band reflect early or indirect signs of conduct-related difficulty, such as school absence, peer exclusion, neighborhood instability, or trouble involving authorities in the family context. Consequences are present mainly as contact with institutions or emerging social and school disruption.

Moderate Behavioral Sanction Exposure

Expressions activating this band reflect overt misconduct or behavioral disturbance that has drawn formal response, such as truancy, suspension, police trouble, physical aggression, or recognized educational and service involvement. Institutional consequences are concrete and behavior problems are explicitly named.

Severe Behavioral Sanction Exposure

Expressions activating this band reflect pronounced and formalized disciplinary or legal consequences, including repeated police contact, suspension, expulsion, or other official determinations by schools, courts, or agencies. The behavioral concerns are serious enough to produce durable institutional action and documented sanction.

Evidence summary

Candidate names

Police Contact85.50
Contact72.80
Police72.80
Antisocial Police Contact46.30
Antisocial Police40.70

Sentence counts by range

B-7..B-422,973
B-3..B34,802,778
B4..B7154,942
B8..B141,150

Dataset representation

01__health_reviews__druglib__benefits_effectiveness74
03__fact_checking__liar__truth_ordinal79
05__whole_disney_dataset__rating84
06__text_reviews__acl_imdb__binary_sentiment80
07__emotion_labels__goemotions_reddit__multilabel98
08__dialogue_emotion__empathetic_dialogues__context93
10__social_media_sentiment__sentiment140__binary109
11__consumer_complaints__response_explanation_vs_relief184

Anchor definitions

Minimal Police Contact

Minimal Police Contact: Expressions show no meaningful police contact content. The proxy is effectively absent. Expressions activating this band are unrelated to police contact.

Moderate Police Contact

Moderate Police Contact: Police contact is experienced here as direct functional disruption, reflecting interference with daily life and measurable impairment. This is the first band where police contact becomes detectable. Expressions activating this band likely reflect direct functional disruption from police contact.

Intense Police Contact

Intense Police Contact: Police contact is clearly present at this level. Unlike the band below, where police contact was characterized by direct functional disruption, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect police contact at this level of intensity.

Peak Police Contact

Peak Police Contact: Police contact is present here in a general or mixed form without a single dominant facet. Unlike the band below, where police contact was characterized by a general form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band may reflect general or diffuse police contact.