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A whole-person world model organized through human function, integrating internal and external tasks, human-function capacity and engagement, evidence, action, coordination, and longitudinal change.

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Human Function World Model (HFWM)

A whole-person world model organized through human function

中文 · HFWM V1.0 · Model interoperability V1.0 · Whole-person comparative study · Whole-person landing page · Framework paper · Architecture · Capacity coordinate · Functional Bridge · Papers · References · Public boundary · Rights

Official name: Human Function World Model
Official abbreviation: HFWM
Author: Lei Che
Affiliation: MoveTips Technology (Beijing) Co., Ltd.
Correspondence: dlehche@gmail.com
Canonical HFWM publication: 10.5281/zenodo.22685308
Latest focused interoperability publication: 10.5281/zenodo.23180973
Whole-person comparative preprint: 10.5281/zenodo.23290873 (11 October 2026; CC BY-NC 4.0)
Semantic foundation: Unified Ontology of Human Function (UOHF)
Public publication/document license: CC BY-NC 4.0 unless a specific record states otherwise

Human function is the body's capacity to be appropriately engaged to meet internal and external demands.

Human function is the organizing coordinate of HFWM, not the boundary of the modeled world.


What HFWM models

HFWM continuously represents the same whole person across:

  • internal and external tasks;
  • Demand;
  • required human-function capacities;
  • current capacity;
  • Actual Engagement Process;
  • bodily structure and physiology;
  • disease, injury, surgery, recovery and adaptation;
  • manifestation, cost, boundary and reserve;
  • evidence, uncertainty, hypotheses and judgment;
  • governed action and responsibility routing;
  • professional, caregiving and environmental coordination;
  • feedback, reassessment and longitudinal change.

The operational reasoning chain is:

INTERNAL_TASK / EXTERNAL_TASK
→ Demand
→ Required Human-Function Capacities
→ Current Capacity
→ Actual Engagement Process
→ Response / Manifestation / Cost / Boundary / Recovery
→ Evidence / Hypotheses / Uncertainty
→ Judgment
→ Governed Action / Responsibility Routing
→ Observed Change
→ Feedback / Reassessment
→ Longitudinal Update

The UOHF root definition remains prior to this operational chain. Task representations make Demand explicit; they do not replace Demand in the root definition.


Historical provenance

The term Human Function World Model (HFWM) was publicly disclosed by the same author in UOHF Definition 2.0 on 15 July 2026. That publication distinguished UOHF, the Individual Human Function Model, and HFWM, and described HFWM as adding time, action, transition, prediction, and memory write-back.

UOHF Definition 2.1 subsequently restored the full internal-and-external-demand root scope.

This repository is the dedicated public research home for HFWM as it grows beyond one manuscript.

Canonical HFWM publications

  • HFWM Version 1.0: The Human Function World Model: Modeling the Whole Person Through Human Function Across Tasks, States, Actions, and Longitudinal Change. Zenodo DOI: 10.5281/zenodo.22685308.
  • Human-model interoperability Version 1.0: Connecting Human Models Through Human Function: Toward a Common Computational Protocol for Whole-Person Modeling. Zenodo DOI: 10.5281/zenodo.23180973. English and Chinese full text.
  • Whole-person comparative conceptual study (11 October 2026): Modeling the Whole Person: Unresolved Questions in Current Medical, Physiological, and Health World Models and a Response from the Human Function World Model. Zenodo DOI: 10.5281/zenodo.23290873. Study overview.

The first publication defines the dedicated HFWM architecture; the interoperability study develops how heterogeneous models contribute to the same person; and the comparative study examines existing medical, physiological, health and computational modeling approaches, question-relative adequacy, evidence constraints and falsifiable evaluation. The comparative preprint reports conceptual analyses and constructed probes, not a validated benchmark or clinical benefit. UOHF remains the semantic authority for human-function definitions and governed ontology identities.

A targeted public search completed in August 2026 did not identify an earlier independent dedicated framework with the same organizing scope across internal/external tasks, human-function capacity and engagement, medicine-function bidirectional reasoning, responsibility routing, and longitudinal whole-person update. This is a provisional bibliographic statement and should be revised if earlier equivalent work is identified.


The 18 + 104 human-function coordinate

HFWM uses the public UOHF Human Function Capacity System as its governed functional coordinate.

Current public Version 1.0:

  • 18 core human functional capacities
  • 104 specific human functional capacities

HFWM does not create a second copy of the 104 definitions. UOHF remains the semantic authority.

See capacity-coordinate/README.md.


Functional Bridge

HFWM also requires explanatory scientific knowledge connecting human-function capacities to anatomy, spatial organization, physiology, biological processes, cross-capacity organization, response, state, time, and change.

The Functional Bridge is a governed knowledge-relation layer for this purpose.

Functional Bridge is:

  • not UOHF A14;
  • not a second ontology;
  • not a replacement for formal UOHF relations;
  • not person-specific evidence;
  • not a diagnosis, causal conclusion, or action prescription.

Public scientific reference sources can include:

  • Human Reference Atlas (HRA) for anatomical/spatial reference;
  • NIH Whole Person Reference Physiome (WPP) for multiorgan and multiscale physiological reference;
  • other controlled scientific sources with explicit provenance and scope.

See functional-bridge/README.md.


The whole person

“Whole person” does not mean that HFWM claims exhaustive simulation of every molecule, cell, biological variable, social variable, or future.

It means that the persistent modeled entity remains the same person across biological, physiological, medical, functional, behavioral, environmental, professional, and longitudinal contexts.

Disease, injury, infection, surgery, and endogenous change may trigger internal tasks such as defense, regulation, hemostasis, repair, recovery, and adaptation. They are not themselves silently converted into Task or Demand.


Bidirectional medicine–human-function reasoning

HFWM connects medicine and human function bidirectionally without collapsing one into the other.

Medicine → human function: medical facts can constrain safety, physiology, capacity, engagement, recovery, task feasibility, and admissible action.

Human function → medicine: new or progressive functional change, unexplained deterioration, abnormal recovery, or failure of an existing functional explanation can generate a governed medical question or escalation need.

HFWM does not convert functional evidence into autonomous diagnosis.

See architecture/MEDICINE_FUNCTION_BIDIRECTIONAL.md.


Coordination around the same person

HFWM can represent changing responsibility and collaboration across:

  • physician;
  • nurse;
  • physical therapist / physiotherapist;
  • occupational therapist;
  • speech-language pathologist / speech and language therapist;
  • audiologist;
  • dietitian;
  • psychologist / psychotherapist / other qualified psychological professional;
  • exercise and training professional;
  • qualified massage/manual practitioner where legally appropriate;
  • the person;
  • family and caregivers;
  • assistive technology;
  • home, workplace, school, community, and environmental modification.

The same person remains the shared object. Professional roles retain distinct scope, authority, and evidence requirements.

See architecture/COORDINATION_TOPOLOGY.md.


Human-readable state projection

A Body Function Report is not the world model itself. It is a governed human-readable projection of the evidence-supported modeled state.

Report_t = Projection(ModelState_t, Evidence_t, Audience, Authority)

Historical reports must remain replayable and must not be silently rewritten by later evidence.

See architecture/REPORT_PROJECTION.md.


Public explanatory essays

These essays explain the HFWM research program for a broader scientific and public audience. They are non-normative companions to the formal framework.


Root hypothesis manuscript

Human function as a demand-conditioned organising coordinate for whole-person medicine: a testable hypothesis · 中文

This is the root empirical hypothesis manuscript. UOHF formalises the hypothesis; HFWM is its longitudinal multiscale extension.


Start here

Resource Purpose
Root hypothesis manuscript Demand-conditioned human-function organising coordinate and falsifiable root hypothesis
HFWM Version 1.0 framework paper Canonical dedicated HFWM framework publication · DOI 10.5281/zenodo.22685308
Human-model interoperability V1.0 Model interoperability around the same whole person · DOI 10.5281/zenodo.23180973
Whole-person comparative preprint Comparative conceptual study of existing models, computability and falsifiable whole-person evaluation · DOI 10.5281/zenodo.23290873
Whole-person landing page Canonical whole-person model statement and discovery page
中文论文 中文完整对照稿
Architecture Public HFWM architecture
Capacity coordinate 18 core + 104 specific capacities
Functional Bridge Knowledge-relation role and boundaries
Scientific references Canonical external and UOHF references
Benchmarks Public evaluation direction
Examples Non-normative examples
Governance Authority and publication governance
Public release boundary What is intentionally public/private
Versions Public HFWM history
Collaboration Research and institutional collaboration

Current scientific boundary

The current public HFWM framework formally specifies:

  • typed whole-person state representation;
  • internal/external task and Demand reasoning;
  • capacity/engagement type separation;
  • evidence, uncertainty, hypothesis, and judgment boundaries;
  • governed next action and responsibility routing;
  • feedback, reassessment, and history-preserving longitudinal update;
  • human-readable state projection;
  • integration with governed scientific knowledge sources.

HFWM does not currently claim:

  • exhaustive whole-body simulation;
  • calibrated prediction of every future human state;
  • causal counterfactual simulation for arbitrary interventions;
  • autonomous medical diagnosis;
  • autonomous high-risk treatment selection;
  • complete clinical outcome validation;
  • release of the complete production reasoning system.

Repository growth

This repository is designed to grow over time. Future public content may include dedicated papers, public typed schemas, benchmark sets, longitudinal state research, internal-task studies, coordination models, public Functional Bridge research, reproducible non-sensitive examples, interoperability mappings, and empirical validation.

Public research growth does not imply release of proprietary production implementation.


Copyright and reuse

Copyright © 2026 Lei Che and MoveTips Technology (Beijing) Co., Ltd.

Public HFWM publication/document content is intended for CC BY-NC 4.0 licensing unless a specific record states otherwise. Academic citation and non-commercial reuse are permitted under the applicable license. Commercial use of copyright-protected content requires separate permission where copyright permission is required.

See RIGHTS_AND_REUSE.md.

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A whole-person world model organized through human function, integrating internal and external tasks, human-function capacity and engagement, evidence, action, coordination, and longitudinal change.

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