Health Lens dimensions

Research Involvement

Dimension 429 of 1,100 · Health Lens

Excitement Index
0.0601

Research Involvement measures the extent to which an expression reflects participation, voice, decision-making, or active contribution in research-related work. It encompasses roles ranging from general problem-solving and consultation to direct involvement in study design, data activities, recruitment, and other core research tasks.

evidence final name · Decision Control Before

Bands

Minimal Research Involvement

Expressions activating this band describe general work, community, coping, or service interactions with little clear research-specific participation. Involvement appears diffuse, indirect, or centered on broad support and response to needs rather than identifiable research activity.

Low Research Involvement

Expressions activating this band describe limited or emerging participation in decisions, services, or self-directed action that only loosely connects to research activity. The role is present as consultation, referral, or isolated initiative rather than sustained contribution to research work.

Moderate Research Involvement

Expressions activating this band describe recognizable participation in research processes through giving opinions, helping complete forms, interpreting findings, or contributing to question design. The role includes voice and input in research-related decisions without clear ownership of core study operations.

High Research Involvement

Expressions activating this band describe active participation in central research tasks such as choosing methods, developing sampling procedures, collecting primary data, and defining project roles or outcomes. Involvement is hands-on and integrated into how the research is carried out.

Extensive Research Involvement

Expressions activating this band describe direct engagement in essential study execution activities, especially recruiting participants and supporting formally conducted research procedures. The role is operational, consequential, and embedded in the implementation of the research.

Evidence summary

Candidate names

Decision53.20
Use Help Seeking41.00
Group Dynamics40.80
Bully39.80
Decision Control Before39.00

Sentence counts by range

B-8..B-2187,374
B-1..B54,378,919
B6..B8358,062
B9..B1556,638
B16..B36850

Dataset representation

01__health_reviews__druglib__benefits_effectiveness104
03__fact_checking__liar__truth_ordinal127
05__whole_disney_dataset__rating142
06__text_reviews__acl_imdb__binary_sentiment188
07__emotion_labels__goemotions_reddit__multilabel145
08__dialogue_emotion__empathetic_dialogues__context129
10__social_media_sentiment__sentiment140__binary171
11__consumer_complaints__response_explanation_vs_relief290

Anchor definitions

Minimal Decision Control Before

Minimal Decision Control Before: Decision control before is present at a low level. Expressions activating this band reflect early or diffuse decision control before.

Emerging Decision Control Before

Emerging Decision Control Before: Decision control before is clearly present at this level. Compared to the band below, decision control before is more intense and concentrated but retains the same essential character. Expressions activating this band reflect decision control before at this level of intensity.

Elevated Decision Control Before

Elevated Decision Control Before: Decision control before is clearly present at this level. Compared to the band below, decision control before is more intense and concentrated but retains the same essential character. Expressions activating this band reflect decision control before at this level of intensity.

Severe Decision Control Before

Severe Decision Control Before: Decision control before is present here in a general or mixed form without a single dominant facet. Unlike the band below, where decision control before 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 may reflect general or diffuse decision control before.