Health Lens dimensions

Neurodevelopmental Difficulties

Dimension 561 of 1,100 · Health Lens

Excitement Index
0.0569

Neurodevelopmental Difficulties measures the presence and impact of attention, behavioral, social, and learning-related difficulties characteristic of neurodevelopmental conditions. It encompasses concentration problems, hyperactivity, social-behavioral disruption, developmental concerns, and interference with learning or daily functioning.

evidence final name · Emily Educational

Bands

Minimal Neurodevelopmental Difficulties

Expressions activating this band show little to no clear neurodevelopmental difficulty, with content that is diffuse, general, or only loosely related to reliability, family concerns, payments, or emotional awareness. When developmental or behavioral content appears, it is minimal and not clearly framed as a persistent attention, learning, or social-behavioral problem.

Moderate Neurodevelopmental Difficulties

Expressions activating this band describe recognizable attention, hyperactivity, separation-related distress, or mental-health-related difficulties that are noticeable and upsetting. The difficulties are framed as causing concern for the person or those around them, but are not yet defined primarily by broad educational or developmental impairment.

High Neurodevelopmental Difficulties

Expressions activating this band describe clear developmental, behavioral, social, or attentional difficulties that interfere with learning, class work, engagement, or everyday functioning. They often include explicit reference to special educational needs, autism-related concerns, or persistent problems requiring assessment, identification, or support.

Evidence summary

Candidate names

Emily Educational1.00
Interfere0.50
When0.50

Sentence counts by range

B-5..B-2863,070
B-1..B24,117,697
B3..B41,076

Dataset representation

01__health_reviews__druglib__benefits_effectiveness33
03__fact_checking__liar__truth_ordinal56
05__whole_disney_dataset__rating53
06__text_reviews__acl_imdb__binary_sentiment62
07__emotion_labels__goemotions_reddit__multilabel40
08__dialogue_emotion__empathetic_dialogues__context41
10__social_media_sentiment__sentiment140__binary67
11__consumer_complaints__response_explanation_vs_relief77

Anchor definitions

Low Emily Educational

Low Emily Educational: Content characterized by late, payment, company, and related themes. Expressions activating this band reflect emily educational at this level.

Moderate Emily Educational

Moderate Emily Educational: Content characterized by concentration, officer, money, and related themes. Expressions activating this band reflect emily educational at this level.

High Emily Educational

High Emily Educational: Content characterized by emily, educational, interfere, and related themes. Expressions activating this band reflect emily educational at this level.