Health Lens dimensions

Substance Use Involvement

Dimension 475 of 1,100 · Health Lens

Excitement Index
0.0588

Substance Use Involvement measures the extent to which an expression reflects engagement with smoking or alcohol use, including experimentation, regular use, dependence-linked routines, and quitting history. It encompasses both behavioral participation and the temporal markers that indicate onset, frequency, persistence, and cessation.

evidence final name · Substance use

Bands

Minimal Substance Use Involvement

Expressions activating this band contain little or no clear substance-use content, or only incidental references that do not establish personal use history, frequency, or dependence-related behavior.

Low Substance Use Involvement

Expressions activating this band describe experimentation, occasional use, or basic lifetime history of smoking or alcohol use, often framed as whether use ever occurred and how much was typically used.

Moderate Substance Use Involvement

Expressions activating this band describe active smoking behavior with routine markers such as recent use, type of product used, or smoking soon after waking, indicating established and behaviorally organized use.

High Substance Use Involvement

Expressions activating this band describe sustained or consequential substance-use history through salient milestones such as age of onset, regular use, quitting, stopping, or last use on most days, reflecting a more developed and temporally structured pattern of involvement.

Evidence summary

Candidate names

Substance use158.60
Substance involvement158.40
Substance consumption158.20
Smoking140.30
Smoking Cigarettes103.20

Sentence counts by range

B-7..B-31,984,436
B-2..B42,996,895
B5352
B6..B12160

Dataset representation

01__health_reviews__druglib__benefits_effectiveness71
03__fact_checking__liar__truth_ordinal61
05__whole_disney_dataset__rating106
06__text_reviews__acl_imdb__binary_sentiment95
07__emotion_labels__goemotions_reddit__multilabel62
08__dialogue_emotion__empathetic_dialogues__context75
10__social_media_sentiment__sentiment140__binary97
11__consumer_complaints__response_explanation_vs_relief104

Anchor definitions

Minimal Substance use

Minimal Substance use: Expressions show no meaningful substance use content. The proxy is effectively absent. Expressions activating this band are unrelated to substance use.

Moderate Substance use

Moderate Substance use: Substance use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. This is the first band where substance use becomes detectable. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.

Intense Substance use

Intense Substance use: Substance use is present here in a general or mixed form without a single dominant facet. Unlike the band below, where substance use 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 may reflect general or diffuse substance use.

Peak Substance use

Peak Substance use: Substance use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Unlike the band below, where substance use was characterized by a general or mixed form, the proxy here has shifted in character. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.