Career Interest Badge
- Checks this period
- 487,213
- Last flag
- No flag in current window.
- Output type
- Category · Strong / Moderate / Limited / Not expressed
Programs
Per-feature status and trend
Every check signed. Daily test set across five demographic checks × three text-analysis prompts. Continuous, not point-in-time.
Period 2026-04
Checks signed 2,411,183 period-to-date
Cortex flag +1.1 name-correlated · ETA 48h
Held for review 6 caught before reviewer
All period 2026-04 checks across the 3 live AI features.
Grade Normalization
- Checks this period
- 502,874
- Last flag
- 2026-05-08 +0.7 in percentile-band shift on a single specialty cohort; auto-rolled back; investigation closed.
- Output type
- Normalized percentile band · 5 bands
Cortex Screening
- Checks this period
- 1,421,096
- Last flag
- 2026-05-10 +1.1 shift on Emergency Medicine cohort, name-correlated; under investigation.
- Output type
- Combined score · surfaced for human review
Fairness matrix — current period
Daily test set. Each cell measures whether the AI text-analysis prompt produces an unchanged result when the same applicant submission is varied along one demographic dimension. One cell is currently flagged and under investigation.
| Demographic perturbation | Rural-medicine interest | Academic-career interest | Leadership / collaboration |
|---|---|---|---|
| Name-cue: Deshawn | 98 Invariant | 96 Invariant | |
| Name-cue: Sarah | 99 Invariant | 99 Invariant | 98 Invariant |
| Name-cue: Priya | 97 Invariant | 99 Invariant | 96 Invariant |
| Age-cue: career changer | 97 Invariant | 95 Minor variation | 99 Invariant |
| School-cue: top-20 institution | 96 Invariant | 96 Invariant | 98 Invariant |
Held for review — this period
Items the system held back before any output reached a program reviewer. Each case records what the AI tried to return and what (if anything) actually went through after re-checks.