Health Lens dimensions

Substance Problem Recognition

Dimension 764 of 1,100 · Health Lens

Excitement Index
0.0521

Substance Problem Recognition measures the extent to which an expression acknowledges harmful alcohol or drug use, experiences loss of control or craving, and recognizes a need for change or help. It encompasses awareness of substance-related consequences, difficulty cutting down, and commitment to sobriety or recovery.

evidence final name · Drinking Drink

Bands

Absent Substance Problem Recognition

Expressions activating this band do not convey recognizable awareness of alcohol or drug problems and are largely unrelated to substance use or recovery.

Emerging Substance Problem Recognition

Expressions activating this band acknowledge concerning substance use, such as criticism from others, morning drinking, feeling out of control, or beginning to consider help. The recognition is present as concern or early problem awareness rather than a settled commitment to change.

Moderate Substance Problem Recognition

Expressions activating this band identify substance use as a meaningful problem and describe active efforts to reduce or stop, often alongside cravings, failed attempts, or valuing life goals over use. The problem is recognized clearly enough to motivate help-seeking or deliberate change attempts.

High Substance Problem Recognition

Expressions activating this band explicitly state that drinking or drug use is harmful, worsening, and in need of change, with direct identification of having a substance problem. They often include commitment to sobriety or recovery despite doubt, signaling firm acknowledgment of the problem and its consequences.

Evidence summary

Candidate names

Drinking Drink1.00
Sober0.50
Stop0.50

Sentence counts by range

B-6..B-42,498
B-3..B34,922,838
B4..B956,345
B10..B16162

Dataset representation

01__health_reviews__druglib__benefits_effectiveness58
03__fact_checking__liar__truth_ordinal35
05__whole_disney_dataset__rating38
06__text_reviews__acl_imdb__binary_sentiment61
07__emotion_labels__goemotions_reddit__multilabel62
08__dialogue_emotion__empathetic_dialogues__context65
10__social_media_sentiment__sentiment140__binary74
11__consumer_complaints__response_explanation_vs_relief78

Anchor definitions

Minimal Drinking Drink

Minimal Drinking Drink: Content characterized by balance, date, opened, and related themes. Expressions activating this band reflect drinking drink at this level.

Moderate Drinking Drink

Moderate Drinking Drink: Content characterized by drinking, program, intend, and related themes. Expressions activating this band reflect drinking drink at this level.

Intense Drinking Drink

Intense Drinking Drink: Content characterized by addictions, stop, will, and related themes. Expressions activating this band reflect drinking drink at this level.

Peak Drinking Drink

Peak Drinking Drink: Content characterized by sober, drinking, drink, and related themes. Expressions activating this band reflect drinking drink at this level.