Health Lens dimensions

Smoking Behavior

Dimension 460 of 1,100 · Health Lens

Excitement Index
0.0593

Smoking Behavior measures the presence and specificity of cigarette or tobacco use behavior as expressed through current use, past use, reduction, quitting, and timing of use. It encompasses whether smoking occurred, how often or how much it occurred, and when changes such as stopping took place.

evidence final name · Substance use

Bands

Minimal Smoking Behavior

Expressions activating this band mention smoking or tobacco use only incidentally, as a broad screening topic, or alongside unrelated clinical or administrative content. The smoking content is limited to basic presence questions without sustained detail about frequency, timing, or change.

Moderate Smoking Behavior

Expressions activating this band describe smoking as a concrete behavior with some detail about frequency, reduction, quitting, or regular use. The content identifies smoking history or change over time, but usually in a straightforward and limited way.

High Smoking Behavior

Expressions activating this band focus directly on smoking status and its timing, including daily use, cessation, periods of use, and behavior before or during a defined interval. The smoking content is specific, behaviorally anchored, and organized around clear temporal markers.

Evidence summary

Candidate names

Substance use153.90
Smoking159.20
Substance involvement153.70
Substance consumption153.50
Pregnancy72.20

Sentence counts by range

B-7..B-1885,946
B0..B64,094,174
B7..B131,723

Dataset representation

01__health_reviews__druglib__benefits_effectiveness88
03__fact_checking__liar__truth_ordinal63
05__whole_disney_dataset__rating82
06__text_reviews__acl_imdb__binary_sentiment84
07__emotion_labels__goemotions_reddit__multilabel84
08__dialogue_emotion__empathetic_dialogues__context71
10__social_media_sentiment__sentiment140__binary111
11__consumer_complaints__response_explanation_vs_relief120

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 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 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.