Health Lens dimensions

Smoking Dependence

Dimension 86 of 1,100 · Health Lens

Excitement Index
0.0783

Smoking Dependence measures the degree to which smoking is driven by urges, habitual cueing, and difficulty refraining despite intentions or restrictions. It encompasses temptation to smoke, discomfort when not smoking, and impaired control over smoking behavior.

evidence final name · Substance use

Bands

Minimal Smoking Dependence

Expressions activating this band contain little to no clear smoking-related compulsion and often reflect unrelated content or only diffuse references to urges and coping. When smoking is present, it is not yet expressed as a stable pattern of cue-driven loss of control.

Mild Smoking Dependence

Expressions activating this band describe smoking as prompted by routines, situations, or temporary deprivation, with temptation and difficulty resisting beginning to appear. Smoking is experienced as habit-linked and somewhat hard to interrupt, but still discussed in manageable or conditional terms.

Moderate Smoking Dependence

Expressions activating this band describe persistent urges to smoke, repeated efforts to quit, and difficulty abstaining in restricted settings or around other smokers. Smoking is experienced as uncomfortable to resist and increasingly hard to control across everyday situations.

Severe Smoking Dependence

Expressions activating this band describe pronounced inability to refrain from smoking even where it is prohibited or socially constrained. Smoking is experienced as strongly compulsive, with quitting and restraint felt as distinctly difficult.

Evidence summary

Candidate names

Substance use146.10
Substance involvement145.90
Substance consumption145.70
Smoking109.10
Nicotine Dependence98.50

Sentence counts by range

B-8..B-3196,495
B-2..B44,764,480
B5..B920,407
B10..B15461

Dataset representation

01__health_reviews__druglib__benefits_effectiveness86
03__fact_checking__liar__truth_ordinal80
05__whole_disney_dataset__rating130
06__text_reviews__acl_imdb__binary_sentiment124
07__emotion_labels__goemotions_reddit__multilabel105
08__dialogue_emotion__empathetic_dialogues__context112
10__social_media_sentiment__sentiment140__binary111
11__consumer_complaints__response_explanation_vs_relief125

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 direct functional disruption, reflecting interference with daily life and measurable impairment. Unlike the band below, where substance use was characterized by a general form, the proxy here has shifted in character. Expressions activating this band likely reflect direct functional disruption from substance use.

Intense Substance use

Intense 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 direct functional disruption, 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.

Peak Substance use

Peak 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.