Live demo · pharmacy residency · frozen snapshots

See the engine grade a cohort.

Three synthetic PGY1 applicant packets — illustrative across the range — run end to end through the real Vermerit engine: PhORCAS intake → canonical normalization → eligibility pre-screen → blinding → per-dimension scoring with cited evidence → weighted composite → ranking. These are frozen snapshots; the public view renders the saved scorecards and never calls the model.

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Ranked roster

Rank	Candidate	Composite	Eligibility	Blinding	Flags
1	Candidate 1 — Acute-care standout	4.80	pass	on	0	View scorecard →
2	Candidate 2 — Solid generalist	3.60	pass	on	0	View scorecard →
3	Candidate 3 — Eligibility timing gap	1.80	flagged (2)	on	2	View scorecard →

Rubric v1.0.0 · model mode mock · standard competition ranking (exact ties share a rank). Flagged candidates remain on the roster — flags are for human review, never auto-rejection.

Advisory — Decision support only. This engine produces analytical work product to assist a human reviewer — anchored scores, justifications, and evidence pointers. It augments the review; it never auto-rejects an applicant. The residency committee owns the rank list and the final decision.

Scorecards

Candidate 1 — Acute-care standoutRANK #1

4.80composite · 1–5

MICU + ID critical-care APPE breadth, a first-author publication, elected leadership, and outstanding specific references.

View scorecard →

Candidate 2 — Solid generalistRANK #2

3.60composite · 1–5

Well-rounded rotations and dependable references, but thin scholarship and a mid GPA — strong with visible tradeoffs.

View scorecard →

Candidate 3 — Eligibility timing gapRANK #3

1.80composite · 1–5

PharmD conferral projected after the residency start — a licensure-eligibility timing gap — plus thin clinical experience and generic references.

View scorecard →