Health Lens dimensions

Substance Problem Recognition

Dimension 1043 of 1,100 · Health Lens

Excitement Index
0.0397

Substance Problem Recognition measures the extent to which an expression acknowledges substance use as difficult to control, harmful, or in need of change. It encompasses awareness of consequences, self-identification of problematic use, and movement toward seeking help or taking corrective action.

evidence final name · Substance use

Bands

Minimal Substance Problem Recognition

Expressions activating this band mention substance use or other life events without clearly framing use as personally problematic, harmful, or in need of change. References to smoking, drinking, treatment, or related experiences are descriptive, incidental, or only loosely connected to self-recognition of a problem.

Emerging Substance Problem Recognition

Expressions activating this band show early awareness that substance use affects behavior, mood, promises, relationships, or social functioning. The problem is sensed through consequences or loss of control, but recognition remains mixed with perceived benefits, ambivalence, or situational justification.

Clear Substance Problem Recognition

Expressions activating this band explicitly identify substance use as problematic, irresponsible, or difficult to stop. They include self-labeling as having a problem, acknowledging warnings and interpersonal damage, and recognizing failed efforts to cut down.

Acute Substance Problem Recognition

Expressions activating this band present substance use as harmful, out of control, and serious enough to require help or active change. They convey direct concern about damage to oneself or others together with commitment to intervention, treatment, or ongoing efforts to reduce use.

Evidence summary

Candidate names

Substance use126.20
Substance involvement126.00
Substance consumption125.80
Expectancies84.60
Alcohol Use66.00

Sentence counts by range

B-7..B-418,096
B-3..B34,850,055
B4..B10113,687
B11..B175

Dataset representation

01__health_reviews__druglib__benefits_effectiveness75
03__fact_checking__liar__truth_ordinal73
05__whole_disney_dataset__rating67
06__text_reviews__acl_imdb__binary_sentiment103
07__emotion_labels__goemotions_reddit__multilabel92
08__dialogue_emotion__empathetic_dialogues__context91
10__social_media_sentiment__sentiment140__binary129
11__consumer_complaints__response_explanation_vs_relief112

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 or mixed form, the proxy here has shifted in character. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.

Intense Substance use

Intense 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.

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.