Health Lens dimensions

Healthcare Utilization

Dimension 411 of 1,100 · Health Lens

Excitement Index
0.0605

Healthcare Utilization measures the extent to which an expression reflects use of formal health services, especially hospital, clinic, outpatient, and overnight inpatient care. It encompasses contact with professionals as well as treatment, check-ups, admissions, and stays in medical settings.

evidence final name · In-patient Voluntary

Bands

Minimal Healthcare Utilization

Expressions activating this band refer to healthcare in a general, administrative, diagnostic, or contact-oriented way without clear evidence of active treatment episodes or sustained service use. The experience is framed as whether a professional was seen, identified, or recorded rather than as ongoing care or admission.

Low Healthcare Utilization

Expressions activating this band describe discrete use of formal health services such as referral, consultation, hospital contact, or a single overnight stay. Care is present as a specific event or limited episode rather than repeated or extended service use.

Moderate Healthcare Utilization

Expressions activating this band describe active engagement with healthcare through admissions, outpatient visits, overnight stays, or repeated contact tied to a condition. The experience includes concrete use of hospital-based services and ongoing treatment-related encounters.

High Healthcare Utilization

Expressions activating this band describe substantial use of healthcare services marked by hospitalizations, multiple nights in hospital, repeated outpatient care, and treatment or check-ups across medical settings. The experience is one of intensive or recurrent formal care involvement.

Evidence summary

Candidate names

In-patient71.50
Covid-1949.50
Out-patient45.10
Specialist44.00
Illness43.80

Sentence counts by range

B-9..B-3567,863
B-2..B44,410,012
B5..B93,915
B10..B1653

Dataset representation

01__health_reviews__druglib__benefits_effectiveness70
03__fact_checking__liar__truth_ordinal78
05__whole_disney_dataset__rating100
06__text_reviews__acl_imdb__binary_sentiment94
07__emotion_labels__goemotions_reddit__multilabel108
08__dialogue_emotion__empathetic_dialogues__context115
10__social_media_sentiment__sentiment140__binary114
11__consumer_complaints__response_explanation_vs_relief147

Anchor definitions

Minimal In-patient Voluntary

Minimal In-patient Voluntary: In-patient voluntary is present at a low level. Expressions activating this band reflect early or diffuse in-patient voluntary.

Moderate In-patient Voluntary

Moderate In-patient Voluntary: In-patient voluntary is experienced here as physiological and somatic distress, reflecting embodied arousal and clinical-grade symptom intensity. Unlike the band below, where in-patient voluntary was characterized by a general or mixed form, the proxy here has shifted in character. Expressions activating this band likely reflect physiological and embodied in-patient voluntary.

Intense In-patient Voluntary

Intense In-patient Voluntary: In-patient voluntary is present here in a general or mixed form without a single dominant facet. Unlike the band below, where in-patient voluntary was characterized by the somatic and physiological form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band may reflect general or diffuse in-patient voluntary.

Peak In-patient Voluntary

Peak In-patient Voluntary: In-patient voluntary is experienced here as direct functional disruption, reflecting interference with daily life and measurable impairment. Unlike the band below, where in-patient voluntary was characterized by a general or mixed form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band likely reflect direct functional disruption from in-patient voluntary.