Health Lens dimensions

Prescription Drug Misuse

Dimension 726 of 1,100 · Health Lens

Excitement Index
0.0529

Prescription Drug Misuse measures the extent to which expressions describe using prescribed medications in nonmedical, excessive, borrowed, shared, or otherwise unauthorized ways, including use for intoxication or mood alteration. It encompasses experimentation, frequency of misuse, taking medication contrary to directions, and explicit use without a prescription to get high or change how one feels.

evidence final name · Prescription Medicine

Bands

Minimal Prescription Drug Misuse

Expressions activating this band show little to no clear prescription-related misuse and may instead mention general substances, attitudes about trying drugs, or unrelated health and life content. When medication or drugs appear, the expression does not clearly indicate unauthorized, excessive, or nonmedical use.

Mild Prescription Drug Misuse

Expressions activating this band describe early or occasional nonmedical medication use, including trying substances, borrowing prescription medication, or reporting use alongside other substance-taking behavior. The misuse is present as episodic or exploratory behavior rather than a strongly elaborated pattern.

Moderate Prescription Drug Misuse

Expressions activating this band describe recurring or behaviorally established misuse of prescription medication, such as taking more than directed, using someone else's medication, or using specific medication classes not as prescribed. The expression often frames misuse as a repeated behavior that others may notice or question.

Severe Prescription Drug Misuse

Expressions activating this band describe explicit nonmedical use of prescription medication without authorization for intoxication or to alter subjective state. The misuse is stated directly as using medicine without a prescription to get high or change the way one feels.

Evidence summary

Candidate names

Prescription Medicine1.00
Prescribed0.50
Statements0.50

Sentence counts by range

B-7..B-2217,786
B-1..B54,680,702
B6..B1081,896
B11..B151,459

Dataset representation

01__health_reviews__druglib__benefits_effectiveness69
03__fact_checking__liar__truth_ordinal54
05__whole_disney_dataset__rating54
06__text_reviews__acl_imdb__binary_sentiment89
07__emotion_labels__goemotions_reddit__multilabel78
08__dialogue_emotion__empathetic_dialogues__context59
10__social_media_sentiment__sentiment140__binary105
11__consumer_complaints__response_explanation_vs_relief121

Anchor definitions

Minimal Prescription Medicine

Minimal Prescription Medicine: Content characterized by agencies, human, babies, and related themes. Expressions activating this band reflect prescription medicine at this level.

Moderate Prescription Medicine

Moderate Prescription Medicine: Content characterized by want, panic, prescription, and related themes. Expressions activating this band reflect prescription medicine at this level.

Intense Prescription Medicine

Intense Prescription Medicine: Content characterized by buy, going, loves, and related themes. Expressions activating this band reflect prescription medicine at this level.

Peak Prescription Medicine

Peak Prescription Medicine: Content characterized by statements, make, comedy, and related themes. Expressions activating this band reflect prescription medicine at this level.