Health Lens dimensions

Substance Use

Dimension 443 of 1,100 · Health Lens

Excitement Index
0.0598

Substance Use measures the presence and extent of expressions about consuming psychoactive substances, especially tobacco and related products, but also alcohol and other drugs. It encompasses experimentation, habitual use, and use in situations that indicate reduced restraint or broader involvement.

evidence final name · Substance use

Bands

Minimal Substance Use

Expressions activating this band contain little clear substance-use content or only indirect, mixed, or incidental references, with use not established as a salient personal behavior.

Low Substance Use

Expressions activating this band describe active substance use in a limited or routine way, such as weekly drug use, recent smoking frequency, or ordinary consumption patterns without strong signs of escalation.

Occasional Substance Use

Expressions activating this band describe experimentation or intermittent use, including trying smoking or other drugs once or a few times and reporting light or irregular consumption.

Constrained Substance Use

Expressions activating this band describe substance use that persists despite situational restrictions or is framed in terms of difficulty refraining, indicating use that presses against external limits.

Broad Substance Use

Expressions activating this band describe involvement with multiple or less conventional smoked substances, such as hookah, shisha, or khat, indicating a wider and more established pattern of substance use.

Evidence summary

Candidate names

Substance use154.00
Substance involvement153.80
Substance consumption153.60
Smoking141.20
Smoking Cigarettes137.00

Sentence counts by range

B-8..B-21,450,294
B-1..B23,456,609
B3..B972,314
B10..B131,945
B14..B27681

Dataset representation

01__health_reviews__druglib__benefits_effectiveness72
03__fact_checking__liar__truth_ordinal153
05__whole_disney_dataset__rating158
06__text_reviews__acl_imdb__binary_sentiment209
07__emotion_labels__goemotions_reddit__multilabel180
08__dialogue_emotion__empathetic_dialogues__context84
10__social_media_sentiment__sentiment140__binary298
11__consumer_complaints__response_explanation_vs_relief118

Anchor definitions

Minimal Substance use

Minimal Substance use: Substance use is present at a low level. Expressions activating this band reflect early or diffuse substance use.

Emerging Substance use

Emerging 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 form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.

Elevated Substance use

Elevated Substance use: Substance use is experienced here at a level consistent with formal clinical assessment and disorder-relevant measurement. 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 likely reflect substance use at a clinical or disorder-relevant level.

Severe Substance use

Severe Substance use: Substance use is clearly present at this level. Unlike the band below, where substance use was characterized by the clinical form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect substance use at this level of intensity.