Health Lens dimensions

Concentration Difficulty

Dimension 611 of 1,100 · Health Lens

Excitement Index
0.0556

Concentration Difficulty measures problems sustaining attention, mental focus, and memory for ongoing tasks, especially when demands require learning, recall, or organized effort. It encompasses distractibility, trouble concentrating, forgetfulness, and cognitive interference from stress or worry.

evidence final name · School Hard

Bands

Minimal Concentration Difficulty

Expressions activating this band show little clear evidence of attentional or memory problems and are often centered on unrelated attitudes, experiences, or general functioning. When cognitive content appears, it is diffuse and does not clearly indicate sustained difficulty focusing or remembering.

Mild Concentration Difficulty

Expressions activating this band reflect occasional or situational difficulty finding words, keeping up mentally, or recovering focus after stress. The attentional strain is present but intermittent and not yet framed as persistent disruption of learning or task performance.

Moderate Concentration Difficulty

Expressions activating this band describe noticeable problems with attention, recall, or mental steadiness that interfere with learning, listening, or daily functioning. Cognitive disruption is experienced as a recurring obstacle, often alongside poor sleep or difficulty recovering after upsetting events.

Severe Concentration Difficulty

Expressions activating this band describe pronounced inability to concentrate, remember required work, or stay mentally engaged with tasks. Focus is disrupted enough to impair performance directly, and worry or distress commonly intrudes on sustained attention.

Evidence summary

Candidate names

School Hard1.00
Schoolwork0.50
Focus0.50

Sentence counts by range

B-9..B-3456,433
B-2..B44,519,131
B5..B75,898
B8..B14381

Dataset representation

01__health_reviews__druglib__benefits_effectiveness43
03__fact_checking__liar__truth_ordinal51
05__whole_disney_dataset__rating54
06__text_reviews__acl_imdb__binary_sentiment63
07__emotion_labels__goemotions_reddit__multilabel65
08__dialogue_emotion__empathetic_dialogues__context92
10__social_media_sentiment__sentiment140__binary131
11__consumer_complaints__response_explanation_vs_relief68

Anchor definitions

Minimal School Hard

Minimal School Hard: Content characterized by expression, are, different, and related themes. Expressions activating this band reflect school hard at this level.

Moderate School Hard

Moderate School Hard: Content characterized by school, jail, hard, and related themes. Expressions activating this band reflect school hard at this level.

Intense School Hard

Intense School Hard: Content characterized by school, schoolwork, hard, and related themes. Expressions activating this band reflect school hard at this level.

Peak School Hard

Peak School Hard: Content characterized by school, focus, cant, and related themes. Expressions activating this band reflect school hard at this level.