Health Lens dimensions

Opioid Misuse

Dimension 565 of 1,100 · Health Lens

Excitement Index
0.0568

Opioid Misuse measures the extent to which expressions reflect nonmedical, excessive, or compulsive use of pain medication, especially prescription opioids. It encompasses using medication outside medical guidance, escalating dose needs, preoccupation with access, and craving or drug-seeking behavior.

evidence final name · Prescription Pain

Bands

Minimal Opioid Misuse

Expressions activating this band describe pain treatment, general drug exposure, or isolated mood-altering use without a clear pattern of opioid-specific misuse. The content centers on receiving help, taking medicine, or discussing substances in a broad and nonspecific way.

Mild Opioid Misuse

Expressions activating this band describe taking medicine in greater amounts than intended or using drugs outside prescription guidance, with emerging concern about inappropriate use. The misuse is present but framed as occasional overuse, unsanctioned use, or concern raised by others.

Moderate Opioid Misuse

Expressions activating this band describe recurrent nonmedical use of pain medication marked by tolerance, anxiety when medication is unavailable, or repeated use beyond prescribed limits. The experience includes growing reliance on the medication's effects and difficulty staying within intended dosing.

Severe Opioid Misuse

Expressions activating this band describe compulsive and escalating opioid use characterized by craving, concealment, dose escalation, reduced relief, and active efforts to obtain additional medication. The experience is organized around securing access to pain medication despite medical advice or ordinary supply limits.

Evidence summary

Candidate names

Prescription Pain1.00
Medication0.50
Dose0.50

Sentence counts by range

B-4..B24,070,086
B3..B6910,628
B7..B131,085
B14..B2044

Dataset representation

01__health_reviews__druglib__benefits_effectiveness234
03__fact_checking__liar__truth_ordinal83
05__whole_disney_dataset__rating60
06__text_reviews__acl_imdb__binary_sentiment76
07__emotion_labels__goemotions_reddit__multilabel92
08__dialogue_emotion__empathetic_dialogues__context59
10__social_media_sentiment__sentiment140__binary95
11__consumer_complaints__response_explanation_vs_relief92

Anchor definitions

Minimal Prescription Pain

Minimal Prescription Pain: Content characterized by prescribed, adc, balance, and related themes. Expressions activating this band reflect prescription pain at this level.

Moderate Prescription Pain

Moderate Prescription Pain: Content characterized by president, adding, save, and related themes. Expressions activating this band reflect prescription pain at this level.

Intense Prescription Pain

Intense Prescription Pain: Content characterized by fentanyl, prescription, pain, and related themes. Expressions activating this band reflect prescription pain at this level.

Peak Prescription Pain

Peak Prescription Pain: Content characterized by percocet, pain, opiate, and related themes. Expressions activating this band reflect prescription pain at this level.