Health Lens dimensions

Traumatic Loss Exposure

Dimension 553 of 1,100 · Health Lens

Excitement Index
0.0569

Traumatic Loss Exposure measures exposure to severely distressing life events involving death, sudden separation, disaster, serious injury, or other experiences that can overwhelm a person's sense of safety and stability. It encompasses both direct encounters with traumatic events and major losses affecting close relationships or daily life.

evidence final name · Passed Death

Bands

Minimal Traumatic Loss Exposure

Expressions activating this band contain little clear evidence of traumatic or loss-related experience, or refer only vaguely to possible harm, conflict, or distress without a definite major adverse event.

Moderate Traumatic Loss Exposure

Expressions activating this band describe exposure to frightening or disruptive adverse events such as separation, war-zone exposure, handling death, severe illness in close others, unemployment, or other sudden events experienced as terrifying, helpless, or horrifying.

High Traumatic Loss Exposure

Expressions activating this band describe major threatening or destabilizing events with clear personal impact, including serious financial crisis, upsetting family disruption, severe disability in a loved one, witnessing serious injury or death, or surviving natural or human-made disasters.

Severe Traumatic Loss Exposure

Expressions activating this band center on acute bereavement and catastrophic events, especially the death of someone close, sudden abandonment by a loved one, fatal violence, serious accidents, or disasters involving danger to oneself or close others.

Evidence summary

Candidate names

Passed Death1.00
Away0.50
Lost0.50

Sentence counts by range

B-5..B-2722,133
B-1..B54,258,083
B6..B71,066
B8..B14561

Dataset representation

01__health_reviews__druglib__benefits_effectiveness54
03__fact_checking__liar__truth_ordinal57
05__whole_disney_dataset__rating73
06__text_reviews__acl_imdb__binary_sentiment106
07__emotion_labels__goemotions_reddit__multilabel74
08__dialogue_emotion__empathetic_dialogues__context176
10__social_media_sentiment__sentiment140__binary101
11__consumer_complaints__response_explanation_vs_relief137

Anchor definitions

Minimal Passed Death

Minimal Passed Death: Content characterized by front, japanese, soldiers, and related themes. Expressions activating this band reflect passed death at this level.

Moderate Passed Death

Moderate Passed Death: Content characterized by tragedy, cancelled, befalls, and related themes. Expressions activating this band reflect passed death at this level.

Intense Passed Death

Intense Passed Death: Content characterized by lost, passed, died, and related themes. Expressions activating this band reflect passed death at this level.

Peak Passed Death

Peak Passed Death: Content characterized by died, death, unexpectedly, and related themes. Expressions activating this band reflect passed death at this level.