Health Lens dimensions

Substance Misuse

Dimension 109 of 1,100 · Health Lens

Excitement Index
0.0749

Substance Misuse measures the extent to which an expression reflects nonmedical or problematic use of alcohol or drugs, including frequency of use, motives for use, intoxication-seeking, and recognition of harmful consequences. It encompasses both engagement in use and awareness that the use may be excessive or damaging.

evidence final name · Substance Use

Bands

Minimal Substance Misuse

Expressions activating this band show little to no clear evidence of problematic substance use, often consisting of neutral references to drinking, health questions, or vague statements about change without a definite pattern of misuse.

Moderate Substance Misuse

Expressions activating this band describe active nonmedical or recurring substance use, including taking drugs regularly, using prescriptions to get high, drinking for coping or boredom, and beginning to recognize interpersonal harm or need for help.

High Substance Misuse

Expressions activating this band describe clearly problematic substance use centered on intoxication, combining substances, using drugs in routine leisure settings, and acknowledging that use is excessive or causing life problems.

Evidence summary

Candidate names

Substance Use173.40
Substance144.30
Severity Substance Use91.20
Severity Substance77.20
Substance use67.60

Sentence counts by range

B-4..B04,235,119
B1..B5746,681
B6..B943

Dataset representation

01__health_reviews__druglib__benefits_effectiveness60
03__fact_checking__liar__truth_ordinal39
05__whole_disney_dataset__rating41
06__text_reviews__acl_imdb__binary_sentiment74
07__emotion_labels__goemotions_reddit__multilabel62
08__dialogue_emotion__empathetic_dialogues__context53
10__social_media_sentiment__sentiment140__binary56
11__consumer_complaints__response_explanation_vs_relief45

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.

Moderate Substance Use

Moderate 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.

Heavy Substance Use

Heavy Substance Use: Substance use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Compared to the band below, substance use is more intense and concentrated but retains the same essential character. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.