Health Lens dimensions

Vaping Dependence

Dimension 955 of 1,100 · Health Lens

Excitement Index
0.0454

Vaping Dependence measures the degree to which vaping or cigarette use is driven by craving, reinforcement, habitual cues, and loss of control. It encompasses appetitive desire, emotional and situational reliance, withdrawal-like distress, and compulsive use despite inconvenience or impairment.

evidence final name · Vape Craving

Bands

Minimal Vaping Dependence

Expressions activating this band show no clear evidence of vaping dependence, with content that is largely unrelated or only incidentally connected to substance use.

Mild Vaping Dependence

Expressions activating this band describe early reinforcing motives for smoking or vaping, such as coping with distress, seeking confidence, enjoying sensory effects, or anticipating cravings when trying to stop. Use is present but dependence is still limited and episodic.

Moderate Vaping Dependence

Expressions activating this band describe recurring use with noticeable craving and cue-triggered urges, including difficulty going a few hours without smoking or vaping and strong associations with particular places or routines. Dependence is experienced as a regular pull that interferes with self-control.

High Vaping Dependence

Expressions activating this band describe frequent daily vaping, prominent craving during short periods of abstinence, and sustained use organized around nicotine intake. Vaping is experienced as a persistent need that is difficult to postpone.

Severe Vaping Dependence

Expressions activating this band describe compulsive, automatic vaping marked by intense craving, stress at the prospect of not vaping, pre-emptive use before restrictions, and urgent efforts to obtain supplies. Vaping is experienced as overpowering and difficult to control even when the person is ill or other priorities are disrupted.

Evidence summary

Candidate names

Vape Craving1.00
Crave0.50
When0.50

Sentence counts by range

B-6..B-5191
B-4..B24,932,273
B3..B849,282
B9..B1677
B17..B2320

Dataset representation

01__health_reviews__druglib__benefits_effectiveness29
03__fact_checking__liar__truth_ordinal35
05__whole_disney_dataset__rating40
06__text_reviews__acl_imdb__binary_sentiment40
07__emotion_labels__goemotions_reddit__multilabel65
08__dialogue_emotion__empathetic_dialogues__context36
10__social_media_sentiment__sentiment140__binary46
11__consumer_complaints__response_explanation_vs_relief50

Anchor definitions

Minimal Vape Craving

Minimal Vape Craving: Content characterized by alas, microsoft, info, and related themes. Expressions activating this band reflect vape craving at this level.

Emerging Vape Craving

Emerging Vape Craving: Content characterized by purpose, valproate, want, and related themes. Expressions activating this band reflect vape craving at this level.

Elevated Vape Craving

Elevated Vape Craving: Content characterized by cravings, nicotine, vaporeon, and related themes. Expressions activating this band reflect vape craving at this level.

Severe Vape Craving

Severe Vape Craving: Content characterized by juul, vapes, vape, and related themes. Expressions activating this band reflect vape craving at this level.