Health Lens dimensions

Substance Dependence

Dimension 287 of 1,100 · Health Lens

Excitement Index
0.0650

Substance Dependence measures the extent to which expressions reflect compulsive substance use marked by craving, loss of control, tolerance, withdrawal, and continued use despite harmful effects. It encompasses both the urge to use and the physical or emotional consequences that signal entrenched reliance on alcohol, nicotine, drugs, or medication.

evidence final name · Substance use

Bands

Minimal Substance Dependence

Expressions activating this band show early or uncertain signs of reliance on a substance, such as noticing automatic use, feeling an overpowering desire, or questioning control over drinking or smoking. The dependence signal is present but mixed with diffuse, inconsistent, or weakly related content.

Mild Substance Dependence

Expressions activating this band describe recognizable dependence features such as craving during short periods without use, needing more of a substance for the same effect, preoccupation with drugs, or guilt and physical aftereffects linked to use.

Moderate Substance Dependence

Expressions activating this band reflect dependence with clearer withdrawal-like and emotional consequences, including shaking, anxiety when substances are unavailable or used, headaches, cravings, and other distress tied to use or interruption of use.

High Substance Dependence

Expressions activating this band show entrenched reliance characterized by explicit cravings, withdrawal symptoms after heavy intake, illness or headaches from use, and tolerance marked by needing increasing amounts to achieve prior effects.

Severe Substance Dependence

Expressions activating this band center on intense, unmistakable withdrawal and inability to stop comfortably, with horrible withdrawals, shakes, headaches, and difficult weaning or going without the substance.

Evidence summary

Candidate names

Substance use110.30
Substance involvement110.10
Substance consumption109.90
Severity Substance Use83.50
Dependence82.20

Sentence counts by range

B-6..B-364,971
B-2..B44,892,353
B5..B924,394
B10..B16116
B17..B239

Dataset representation

01__health_reviews__druglib__benefits_effectiveness159
03__fact_checking__liar__truth_ordinal58
05__whole_disney_dataset__rating93
06__text_reviews__acl_imdb__binary_sentiment89
07__emotion_labels__goemotions_reddit__multilabel85
08__dialogue_emotion__empathetic_dialogues__context94
10__social_media_sentiment__sentiment140__binary155
11__consumer_complaints__response_explanation_vs_relief138

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.

Emerging Substance use

Emerging 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.

Elevated Substance use

Elevated 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.

Severe Substance use

Severe 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.