Health Lens dimensions

Alcohol Problem Orientation

Dimension 273 of 1,100 · Health Lens

Excitement Index
0.0655

Alcohol Problem Orientation measures the extent to which an expression frames alcohol use as problematic, harmful, dysregulating, or identity-defining. It encompasses references to drinking-related consequences, concern about loss of control, self- or other-labeling around alcoholism, and generalized negative judgments about the effects of drinking.

evidence final name · Alcohol Use

Bands

Minimal Alcohol Problem Orientation

Expressions activating this band mention drinking-related episodes or life priorities in a loose, incidental, or weakly integrated way, with little stable framing of alcohol as a broader problem. The content may include isolated consequences or unrelated material without a clear evaluative stance toward alcohol.

Low Alcohol Problem Orientation

Expressions activating this band present recognizable drinking-related consequences, criticism, conflict, or attempts to change, but the problem framing remains situational and mixed with social or behavioral detail. Alcohol is treated as a source of trouble in particular episodes rather than as a pervasive harmful pattern.

Moderate Alcohol Problem Orientation

Expressions activating this band explicitly evaluate drinking in terms of normality, social effects, neighborhood prevalence, cognitive impairment, or possible alcoholism. The expression shows active appraisal of alcohol as a meaningful behavioral and moral issue.

High Alcohol Problem Orientation

Expressions activating this band portray alcohol use as clearly harmful, needed, or identity-defining, including morning drinking, feeling best after drinking, and direct self-identification as an alcoholic. The expression treats alcohol as a potent force shaping behavior, judgment, and mental well-being.

Severe Alcohol Problem Orientation

Expressions activating this band make categorical negative judgments about drinking and people who drink, emphasizing irresponsibility, disruption, and social damage from heavy alcohol use. The expression presents alcohol problems as obvious, global, and strongly characterological.

Evidence summary

Candidate names

Alcohol100.70
Alcohol Use86.90
Expectancies62.70
Alcohol-negative62.50
Alcohol Use Including62.50

Sentence counts by range

B-8..B-462,956
B-3..B34,889,365
B4..B829,384
B9..B15131
B16..B227

Dataset representation

01__health_reviews__druglib__benefits_effectiveness78
03__fact_checking__liar__truth_ordinal102
05__whole_disney_dataset__rating82
06__text_reviews__acl_imdb__binary_sentiment163
07__emotion_labels__goemotions_reddit__multilabel109
08__dialogue_emotion__empathetic_dialogues__context105
10__social_media_sentiment__sentiment140__binary127
11__consumer_complaints__response_explanation_vs_relief114

Anchor definitions

Minimal Alcohol Use

Minimal Alcohol Use: Alcohol use is present at a low level. Expressions activating this band reflect early or diffuse alcohol use.

Emerging Alcohol Use

Emerging Alcohol Use: Alcohol use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Unlike the band below, where alcohol use was characterized by a general or mixed form, the proxy here has shifted in character. Expressions activating this band engage with alcohol use at a level associated with formal behavioral assessment.

Elevated Alcohol Use

Elevated Alcohol Use: Alcohol use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Compared to the band below, alcohol use is more intense and concentrated but retains the same essential character. Expressions activating this band engage with alcohol use at a level associated with formal behavioral assessment.

Severe Alcohol Use

Severe Alcohol Use: Alcohol use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Compared to the band below, alcohol use is more intense and concentrated but retains the same essential character. Expressions activating this band engage with alcohol use at a level associated with formal behavioral assessment.