A Conceptual Development Sequence for Visible-Body Interpretation: Clarifying Continuity Across Three Previously Published Exploratory Notation Layers

This public concept note documents and clarifies the conceptual development sequence across three previously published exploratory notation layers for visible-body interpretation. The first layer introduced a general contextual and longitudinal interpretation notation: Ψ(t) = f(C, V(t), L(t), A(t)) The second layer differentiated this broad structure into a more explicit adaptive interpretation function: Ψ(t) = Fθ(Ccore, Vcontext(t), ΩLC(t), Aadaptive(t), Rreview(t)) The third layer subsequently specialized one structural-relational domain through conceptual representations of balance and relational stability: Balance ∼ ΣMaxis + Aoffset Bstability = hθ(Maxis, Ccomp, Aoffset, Rreview) The public conceptual development sequence is therefore documented as: general contextual interpretation→ adaptive interpretive differentiation→ structural-relational specialization This note introduces no new equation. Its contribution is documentary and clarificatory: it records the order in which the three notation layers were publicly developed, identifies what each layer added at the time of publication, clarifies continuity and differentiation among recurring concepts, and distinguishes developmental chronology from analytical application. The sequence presented here does not prescribe a mandatory analytical order, computational pipeline, predictive model, diagnostic framework, or operational system. The structural balance layer is not treated as the final output of the earlier interpretation functions, but as a later specialization developed within a broader contextual and adaptive interpretation environment. A companion note in the same public series reorganizes these and related notation layers according to their analytical roles, moving from differential proportion to structural-relational organization and context-adaptive interpretation. The two notes therefore address different organizing questions: the present note documents conceptual development, whereas the companion note presents an analytical organization. The public notations leave the selection of observable proxies open to the research context and do not prescribe a single implementation-specific mapping. Researchers may operationalize the identified dimensions using context-appropriate observable proxies while preserving the distinctions among context, longitudinal variation, relational continuity, adaptation, structural organization, and review. Implementation-specific parameters, calibration procedures, thresholds, weighting mechanisms, classification mappings, routing structures, and production decision logic remain outside the scope of this public clarification note. Certain implementation-specific elements associated with the broader framework are included in the subject matter of a pending patent application. This note is intended to support conceptual examination, comparative operationalization, interdisciplinary discussion, and future empirical investigation in visible-body interpretation, longitudinal body tracking, human-data interaction, and related human-centered research contexts. Related public records: Exploratory Contextual Interpretation Equation Layer v0.1DOI: 10.5281/zenodo.20363859 Exploratory Adaptive Interpretation Function Layer v0.1DOI: 10.5281/zenodo.20364234 Exploratory Structural Balance and Stability Equation Layer v0.1DOI: 10.5281/zenodo.20364490 Invitation for Scholarly Dialogue Questions, brief comments, critical perspectives, and informal scholarly conversations are all welcome. Researchers and practitioners who find any part of this work relevant to their own interests are warmly invited to contact the author. You do not need to have read the entire framework, developed a formal position, or prepared a collaboration proposal. Partial impressions, preliminary questions, and brief messages are equally welcome. Contact: Sarang KangEmail: corsetmuscle@gmail.com Keywords: Human Aesthetic Engineering; HAE; visible human form; visible-body interpretation; intersection framework; cross-domain coordination; domain-specialized framework; anthropometry; body scanning; computer vision; sports science; Human–Computer Interaction; Human–Data Interaction; human–machine systems; digital health; personal informatics; technological representation; reference selection; relational organization; contextual interpretation; longitudinal interpretation; interpretation boundaries; evidence-limited inference; responsible interpretation Version:v1.0.6 — Public Concept Note / Working Paper