SAAKSHYA/
Yamuna Green Corridorplantation
Jev
Cloudinary
CV
Model Verifiability & Calibration

Trust & Reliability Center

Empirical calibration audit: every probability emitted by TypeSafe Jev is backed by held-out verification.

Live Backend Status
Jev
Cloudinary
CV
Pinned Decision Modeljev-1.13.0
Last Benchmark RunSep 25, 2026, 05:52 AM
Evaluation Corpus24 labelled photos & grades
Small-Sample ECE Notice

Per statistical calibration literature, Expected Calibration Error (ECE) is subject to bin-estimation variance when N < 1000. SAAKSHYA presents the strictly proper Brier score alongside ECE as the ground truth calibration metric.

Evidence Relevance

Distinguishes physical fieldwork evidence from screenshots, memes, and unrelated photos.

Accept Threshold: >= 0.65 (90% coverage)
Accuracy90.0%
Brier Score0.118
ECE0.192

When Jev says 90% sure on evidence relevance, it was right 90.0% of the time on our held-out field photos.

Photos with model confidence below 0.65 are strictly routed to the Human Auditor Review Queue.
n=1n=3n=60.00.51.0Stated Confidence →00.51.0Observed Accuracy vs Confidence

Site Identification

Matches untagged or approximate photos to known restoration plots.

Accept Threshold: >= 0.62 (100% coverage)
Accuracy100.0%
Brier Score0.056
ECE0.161

When Jev says 90% sure on site identification, it was right 100.0% of the time on our held-out field photos.

Photos with model confidence below 0.62 are strictly routed to the Human Auditor Review Queue.
n=1n=70.00.51.0Stated Confidence →00.51.0Observed Accuracy vs Confidence

SRC Ecological Grade

Classifies stage of ecological recovery based on ground cover and sapling survival.

Accept Threshold: >= 0.6 (100% coverage)
Accuracy100.0%
Brier Score0.084
ECE0.195

When Jev says 90% sure on src ecological grade, it was right 100.0% of the time on our held-out field photos.

Photos with model confidence below 0.6 are strictly routed to the Human Auditor Review Queue.
n=2n=40.00.51.0Stated Confidence →00.51.0Observed Accuracy vs Confidence