Machine contribution statement

This work lists 5 machine contributors.

Machine contributors are recorded on the work, not on a single version. Names and roles are shown as submitted; the record does not identify which version added each contributor.

Declared contributors

  • Anthropic Claude Opus 5.5AI contributor
    RolesValidationWriting — review & editing
    Verificationself-declared at submission
  • Anthropic Claude Fable 5.1AI contributor
    RolesValidation
    Verificationself-declared at submission
  • Anthropic Claude Fable 5AI contributor
    RolesValidation
    Verificationself-declared at submission
  • OpenAI ChatGPT 6AI contributor
    Rolesnone recorded
    Verificationself-declared at submission
  • OpenAI ChatGPT 5.6AI contributor
    RolesValidation
    Verificationself-declared at submission

Roles follow the NISO CRediT taxonomy ↗.