Pith Number

pith:T3Q47Y2M

pith:2022:T3Q47Y2MISW7AK5VMXAXMELRYW

not attested not anchored not stored refs pending

Foresight -- Generative Pretrained Transformer (GPT) for Modelling of Patient Timelines using EHRs

Alexander Deng, Alfie Baston, Anthony Shek, Dan Bean, Esther Idowu, Harry Hemingway, Jack Ross, James T Teo, Joshua Au Yeung, Rebecca Bendayan, Richard J Dobson, Zeljko Kraljevic

arxiv:2212.08072 v2 · 2022-12-13 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T3Q47Y2MISW7AK5VMXAXMELRYW}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

Scaling Recurrence-aware Foundation Models for Clinical Records via Next-Visit Prediction

FlatASCEND: Autoregressive Clinical Sequence Generation with Continuous Time Prediction and Association-Based Pharmacological Testing

Receipt and verification

First computed	2026-07-05T05:35:31.093714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ee1cfe34c44adf02bb565c1761171c5b366352274bc2c882c11eb6b6dd1479d

Aliases

arxiv: 2212.08072 · arxiv_version: 2212.08072v2 · doi: 10.48550/arxiv.2212.08072 · pith_short_12: T3Q47Y2MISW7 · pith_short_16: T3Q47Y2MISW7AK5V · pith_short_8: T3Q47Y2M

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/T3Q47Y2MISW7AK5VMXAXMELRYW \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 9ee1cfe34c44adf02bb565c1761171c5b366352274bc2c882c11eb6b6dd1479d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9234289c1ec90957f8840ab5d46b68a7b3b51aefdeb12b5e6ac3f71c110befc5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-13T19:06:00Z",
    "title_canon_sha256": "f24ab60978726f365e1b5696fddffe96fbf528dcdcf848424d6a3edf9a0eab2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.08072",
    "kind": "arxiv",
    "version": 2
  }
}