Health Lens dimensions

Special Needs Status

Dimension 622 of 1,100 · Health Lens

Excitement Index
0.0554

Special Needs Status measures the extent to which an expression indicates enduring developmental, learning, behavioral, or health-related needs that require recognition, support, adaptation, or specialized services. It encompasses references to functional difficulties, formal identification, and the use of accommodations or specialized settings.

evidence final name · Longstanding Illness Disability

Bands

Minimal Special Needs Status

Expressions activating this band mention general health, behavior, family support, or everyday circumstances without clearly indicating enduring special needs, formal recognition, or support requirements.

Mild Special Needs Status

Expressions activating this band indicate emerging or practical support needs tied to ongoing physical, mental, behavioral, or functional difficulties, especially where extra help, supervision, or life adjustments are needed.

Moderate Special Needs Status

Expressions activating this band indicate recognized long-standing disability, learning difficulty, or behavioral need that affects functioning and brings contact with assessment, educational, or support services.

High Special Needs Status

Expressions activating this band indicate clearly identified special needs with substantial accommodation requirements, such as autism-related identification, special equipment, adapted home or school environments, or placement in specialized educational settings.

Evidence summary

Candidate names

Illness88.10
Longstanding Illness Disability85.90
Illness Disability75.10
Longstanding Illness73.80
Diagnosis61.50

Sentence counts by range

B-7..B-11,458,736
B0..B63,517,982
B7..B105,087
B11..B1738

Dataset representation

01__health_reviews__druglib__benefits_effectiveness49
03__fact_checking__liar__truth_ordinal70
05__whole_disney_dataset__rating104
06__text_reviews__acl_imdb__binary_sentiment95
07__emotion_labels__goemotions_reddit__multilabel86
08__dialogue_emotion__empathetic_dialogues__context83
10__social_media_sentiment__sentiment140__binary108
11__consumer_complaints__response_explanation_vs_relief179

Anchor definitions

Minimal Longstanding Illness Disability

Minimal Longstanding Illness Disability: Longstanding illness disability is present at a low level. Expressions activating this band reflect early or diffuse longstanding illness disability.

Moderate Longstanding Illness Disability

Moderate Longstanding Illness Disability: Longstanding illness disability is clearly present at this level. Unlike the band below, where longstanding illness disability was characterized by a general or mixed form, the proxy here has shifted in character. Expressions activating this band reflect longstanding illness disability at this level of intensity.

Intense Longstanding Illness Disability

Intense Longstanding Illness Disability: Longstanding illness disability is experienced here as direct functional disruption, reflecting interference with daily life and measurable impairment. Unlike the band below, where longstanding illness disability was characterized by a general 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 longstanding illness disability.

Peak Longstanding Illness Disability

Peak Longstanding Illness Disability: Longstanding illness disability is clearly present at this level. Unlike the band below, where longstanding illness disability was characterized by direct functional disruption, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect longstanding illness disability at this level of intensity.