NMD-VCell Neuromuscular Virtual Cell Research Platform Module: Models · Evidence → perturbation → experiment → outcome NMD = neuromuscular disorders

Release 2026.08DMD context observedDMD candidate-conditioned prediction not yet eligible

View scientific status
Evidence freeze: 3 August 2026 Resource: v1.2.0-measured-dmd-evidence Schema: 1.1 Open release status →

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.