Measuring Within-Person Variation in Written Communication Patterns Across Social Contexts
Empirical grounding for context-sensitive communication variation relevant to compatibility interpretation.
How-We-Connect (HWC)
- under development
How-We-Connect (HWC) is the relational-assessment side of the What-You-Say/How-We-Connect pair. It explores conversation-first compatibility signals before commitment, projection, or profile performance takes over.
On LL.org, this page is the conceptual orientation layer. The working app environment is hosted through its own subdomain.
What How-We-Connect (HWC) does
- structured interpretation of interaction style and relational fit
- early-stage compatibility framing from dialogue behavior
- a method-first alternative to static profile matching
How-We-Connect (HWC) is part of the applied systems layer and remains linked to the same non-clinical research posture used across Living Literature.
Relevant publications
A Three-Pronged Validation Framework for AI-Based Emotion Extraction: Distinguishing Expressed from Felt Emotion
Validation framing useful for differentiating language surface from underlying emotional state claims.
Blind Spots in AI-Based Longitudinal Psychological Inference: A Single-Subject Validation Study
Method caution relevant to compatibility interpretation and overclaim prevention.
What You Say (WYS): Automated Two-Level Pipeline for Interpretive Analysis of Digital Conversation
A reproducible framework for accessible chat analysis that may support future research on personal, dyadic, and group communication.
Open How-We-Connect
You are currently on the L-L.org orientation page for How-We-Connect (HWC). Continue to the How-We-Connect subdomain for the live app environment and staged releases.