Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T23:44:44.026159Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2602.12833.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T23:44:44.026159Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
10 of 10 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 06561b5c-5099-4bd5-9d9b-1d86c21c5736 · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d13c08d-4e46-4abb-97ea-2856fc8043a9 · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories Capabilities of GPT-4 on Medical Challenge Problems
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41206ed7-c57b-4b6f-ad6f-7f57ee5d0ea2 · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5452b87-71a6-4877-8349-360e385be58f · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories Generative medical event models improve with scale.arXiv preprint arXiv:2508.12104,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fda7dea-be5a-4b4d-82d1-a733c0f7b49e · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f37bbc0-430f-4432-a0b5-a871e6936c42 · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c91d4b2c-2cf0-42d7-a563-9139c1770aa5 · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories MediEval: A Unified Medical Benchmark for Patient-Contextual and Knowledge-Grounded Reasoning in LLMs
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3036ea04-0192-46b7-9790-df5fde4432fd · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories Long-context LLMs Struggle with Long In-context Learning
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77d05dbc-5b00-48d3-a278-396216f3d944 · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories A comprehensive survey on long context language modeling.arXiv preprint arXiv:2503.17407,
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e905fa49-c81f-4e34-b251-4e1d17ed70e1 · outbound
Vital Trace: Protocol-Constrained Patient-State Reasoning for Longitudinal Clinical Trajectories MEDITRON-70B: Scaling Medical Pretraining for Large Language Models
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.