Buildability / Receipt
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
/buildability/learning-from-disagreement-clinician-overrides-as-implicit-preference-signals-for-clinical-ai-in-value-based-care
Subject: Learning from Disagreement: Clinician Overrides as Implicit Preference Signals for Clinical AI in Value-Based Care
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Data
{"file name": "input.pdf", "number of pages": 22, "author": "Prabhjot Singh; Abhishek Gupta; Chris Betz; Abe Flansburg; Brett Ives; Sudeep Lama; Jung Hoon Son"
Truth Boundary
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.
Compute
{"file name": "input.pdf", "number of pages": 22, "author": "Prabhjot Singh; Abhishek Gupta; Chris Betz; Abe Flansburg; Brett Ives; Sudeep Lama; Jung Hoon Son", "title": "Learning from Disagreement: Clinician Overrides as Implicit Preference Signals for Clinical AI in Value-Based Care", "creation date": null
Inference
{"file name": "input.pdf", "number of pages": 22, "author": "Prabhjot Singh; Abhishek Gupta; Chris Betz; Abe Flansburg; Brett Ives; Sudeep Lama; Jung Hoon Son", "title": "Learning from Disagreement: Clinician Overrides as Implicit Preference Signals for Clinical AI in Value-Based Care", "creation date": null
Hardware
{"file name": "input.pdf", "number of pages": 22, "author": "Prabhjot Singh; Abhishek Gupta; Chris Betz; Abe Flansburg; Brett Ives; Sudeep Lama; Jung Hoon Son", "title": "Learning from Disagreement: Clinician Overrides as Implicit Preference Signals for Clinical AI in Value-Based Care", "creation date": null
Receipt path
/buildability/learning-from-disagreement-clinician-overrides-as-implicit-preference-signals-for-clinical-ai-in-value-based-care
Paper ref
learning-from-disagreement-clinician-overrides-as-implicit-preference-signals-for-clinical-ai-in-value-based-care
arXiv id
2604.28010
Generated at
2026-05-01T15:04:35.183Z
Evidence freshness
stale
Last verification
2026-05-01T15:04:35.183Z
Sources
3
References
0
Coverage
50%
Lineage hash
0d1a9b5749e9b45aa3007774ae5d5a4172edf10236da26754b4248ff04351567
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Some score or evidence fields are outside the preferred freshness window.
repo_url
references