PsyProxy
Health Lens dimensions

Substance Use Exposure

Dimension 40 of 1,100 · Health Lens

Excitement Index
0.0866

Substance Use Exposure measures the extent to which an expression reflects contact with, experimentation with, or ongoing use of psychoactive substances and related smoking practices. It encompasses reports of trying drugs, considering reducing use, and describing current or past patterns of use.

evidence final name · Substance Use

Bands

Minimal Substance Use Exposure

Expressions activating this band show no clear substance-related content or only incidental, unrelated material, indicating that substance use exposure is not meaningfully expressed.

Low Substance Use Exposure

Expressions activating this band mention substance use in broad, exploratory, or occasional terms, such as having tried a drug or referring generally to use without a sustained pattern.

Moderate Substance Use Exposure

Expressions activating this band describe direct experience with specific drugs and emerging involvement, including repeated experimentation or thoughts about cutting down use.

High Substance Use Exposure

Expressions activating this band center on explicit smoking or drug-use behavior with recognizable frequency or status labels, such as never, former, occasional, or regular use.

Intense Substance Use Exposure

Expressions activating this band reflect highly concentrated substance-related signaling, with dense references consistent with strongly foregrounded drug or smoking involvement.

Evidence summary

Candidate names

Substance Use68.90
Substance57.10
Substance use52.80
Substance involvement52.60
Substance consumption52.40

Sentence counts by range

B-10..B-460,457
B-3..B34,706,654
B4..B6190,991
B7..B1523,580
B16..B22161

Dataset representation

01__health_reviews__druglib__benefits_effectiveness73
03__fact_checking__liar__truth_ordinal127
05__whole_disney_dataset__rating136
06__text_reviews__acl_imdb__binary_sentiment179
07__emotion_labels__goemotions_reddit__multilabel140
08__dialogue_emotion__empathetic_dialogues__context142
10__social_media_sentiment__sentiment140__binary293
11__consumer_complaints__response_explanation_vs_relief143

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.

Emerging Substance Use

Emerging Substance Use: Substance use is experienced here as physiological and somatic distress, reflecting embodied arousal and clinical-grade symptom intensity. This is the first band where substance use becomes detectable. Expressions activating this band likely reflect physiological and embodied substance use.

Elevated Substance Use

Elevated 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 the somatic and physiological 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.

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 behavioral 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.