NMD-VCell Disease Virtual Cell Platform Specify a cell-state question, inspect computability, and design the missing test Module: Predict · evidence-to-experiment workflow NMD = neuromuscular disorders

Current limit: the site can compare existing evidence, but no candidate has yet been independently repeated in a DMD muscle model.

Research evidence only 21 prioritized candidate perturbation records 2,160 benchmark perturbation targets 0 independent DMD replications Boundary & release
21 Workbench candidates are surfaced for consideration, not ranked as validated targets 2,160 target-level perturbation responses form the frozen HepG2 benchmark substrate No validated DMD perturbation prediction v1.0.0-database-resource Frozen 25 Jul 2026 Schema 1.1 Model ridge-safe-v2.3 Benchmark repeated-fold-v2.2 Build EA-20260730-42 DOI pending Open evidence boundary →

Model Card Audit

Disease-conditioned state-transition model

This card states exactly what the model was allowed to learn, predict, evaluate and claim in this release. Architecture labels and external publications do not create local DMD prediction performance.

NMDVCELL-DMD-TRANSITION-FUTURElocked not trained or not executed

Input, output and current result

InputRequired matched DMD/control myogenic perturbations with donor, state, time and function
OutputDesired molecular response, state transition, functional effect, toxicity and calibrated uncertainty
Training context
No qualifying disease-relevant perturbation training set
Held-out task
Planned unseen donor · state · laboratory · disease line · G2–G6
Current result
No calibrated DMD state-transition prediction is emitted.
Permitted use
Architecture and evaluation contract only

Audit axes

The model is reviewed across twelve required axes.

No scalar model score
Permanent baselines
  • zero change
  • train mean
  • ridge
  • nearest-neighbour transfer
Primary metrics
  • DES
  • PDS
  • MAE
  • calibration
  • AUPRC
  • hit rate
  • replication
  • abstention
Leakage control

registered_requirement_no_executed_split

Calibration / OOD

not_calibrated_for_dmd_response · not_validated_for_dmd_muscle_or_patient_context

Claim boundary

What this model card does not authorize

Unlock rule: Return independent DMD perturbation outcomes through frozen Study, Prediction and Outcome objects. Automatic unlock is disabled.