Health Lens dimensions

Substance Use

Dimension 278 of 1,100 · Health Lens

Excitement Index
0.0653

Substance Use measures the extent to which an expression indicates use of alcohol, tobacco, or other ingested substances, including frequency, continuation, and behavior around use. It encompasses both general references to consumption and explicit reports of ongoing use.

evidence final name · Use Pregnancy

Bands

Minimal Substance Use

Expressions activating this band show little to no clear substance-use content, or only indirect, incidental, or ambiguous references to concern, mood, or behavior. Substance-related behavior is not a central reported activity in the expression.

Moderate Substance Use

Expressions activating this band describe substance use as a present topic through general questions or reports about smoking, drinking, medication use, or related physical effects. Use is referenced as a behavior under consideration or occurring with limited specificity about sustained frequency.

High Substance Use

Expressions activating this band explicitly report or query active alcohol or tobacco use with direct behavioral wording and clear time framing. Use is presented as ongoing or recurrent consumption rather than a vague or peripheral mention.

Evidence summary

Candidate names

Pregnancy117.30
Substance use108.30
Substance involvement108.10
Substance consumption107.90
Alcohol Use96.60

Sentence counts by range

B-8..B-2201,859
B-1..B54,778,878
B6..B91,106

Dataset representation

01__health_reviews__druglib__benefits_effectiveness66
03__fact_checking__liar__truth_ordinal55
05__whole_disney_dataset__rating80
06__text_reviews__acl_imdb__binary_sentiment92
07__emotion_labels__goemotions_reddit__multilabel80
08__dialogue_emotion__empathetic_dialogues__context83
10__social_media_sentiment__sentiment140__binary103
11__consumer_complaints__response_explanation_vs_relief104

Anchor definitions

Minimal Use Pregnancy

Minimal Use Pregnancy: Use pregnancy is present at a low level. Expressions activating this band reflect early or diffuse use pregnancy.

Moderate Use Pregnancy

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

Heavy Use Pregnancy

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