M-AIDA: extract, verify, lock

M-AIDA: extract, verify, lock A workflow diagram generated by Archify. 01 / Extraction 02 / Researcher (PI) EX / Low-confidence records 04 / Locked dataset Extract Verify Lock + export Full-text PDF · one study at a time · Extraction › Extract Full-text PDF one study at a time LLM proposal · n, r, t, beta · Extraction › Extract · confidence score LLM proposal n, r, t, beta confidence score Field check · against source page · Researcher (PI) › Verify Field check against source page Convert to r · published formulas · Researcher (PI) › Verify Convert to r published formulas Flagged · below threshold · Low-confidence records › Verify · review required Flagged below threshold review required Lock record · immutable + timestamp · Locked dataset › Lock + export · audit trail Lock record immutable + timestamp audit trail Export CSV · locked records only · Locked dataset › Lock + export Export CSV locked records only approve low confidence manual review propose read Legend Human check Software step Gate Locked data Source

Machine proposes

  • • The LLM reads each full text and proposes statistics
  • • Every proposal carries a confidence score

Human decides

  • • Low-confidence records are flagged for mandatory review
  • • The PI checks every field against the source page

Nothing changes quietly

  • • t to r follows Cohen; beta to r follows Peterson and Brown
  • • Locked records are immutable and timestamped