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Paper Citation Record · LEDGER

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction

As of 11 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2510.17532.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2510.17532 v2

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:04:18.708742Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

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  • unresolved20
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f2c05e8-4609-4faa-86e4-9022718820f0 · outbound

This paper cites Input Prompt 1### Instruction: 2You are a cancer clinical outcome prediction model.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Input Prompt 1### Instruction: 2You are a cancer clinical outcome prediction model

Reference 1

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Observation 43591b42-7c1b-40c1-9435-ef9b776ebb64 · outbound

This paper cites al 2024; Fong et al.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction al 2024; Fong et al

Reference 2

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source=pdf_text observed=2026-08-04T09:04:18.308945Z digest=sha256:e049c719bdffffceda52afd43ea6dda834e695adab4cc0f7645dc8c5541b37ef

Observation e629d1bf-3577-4f7e-8388-32fece3ff744 · outbound

This paper cites These gaps limit precision in outcome attribution.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction These gaps limit precision in outcome attribution

Reference 3

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source=pdf_text observed=2026-08-04T09:04:17.804034Z digest=sha256:65d0232a9a79a3807c91dd20da8f6fd6a1101f564b222bc1e106a9aa3c7392b0

Observation 9c21bc5d-2d9b-4762-bee9-7fd2a5b40721 · outbound

This paper cites Training used bfloat16 precision with FlashAttention 2 enabled (Dao 2024).

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Training used bfloat16 precision with FlashAttention 2 enabled (Dao 2024)

Reference 4

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source=pdf_text observed=2026-08-04T09:04:18.560644Z digest=sha256:48af762c25666dfa605b936c607ff1d82816eba5d9caa60c955540fde51926d9

Observation f8fe12a1-f6a1-4bad-acf9-e5ad153590be · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-04T09:04:18.708742Z

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source=pdf_text observed=2026-08-04T09:04:18.708742Z digest=sha256:0dc86c74645bf2f2a0d4b3f9a4a0495df49b5c235f1f5f36355c8127bb8e1ddf

Observation 5e9b19a7-01ab-49dd-a5ac-4441db28d542 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 6

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Unavailable: canonical work link unavailable.

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Observation 37f4fdce-2fb0-47a5-bb87-916845340292 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:04:18.437458Z digest=sha256:a9f2ffa2ec6bce8d9ec46e637c421e8135d9892fb05f298f3b17d84643059247

Observation e6afc740-0b79-46ad-b7a3-31fda1ff1564 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 31

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:04:17.903408Z digest=sha256:f8be66af47d40c0437dc33d7d7487d72be1529d123d3292a28391d75ebdc2429

Observation 81318b30-1286-4f2f-9a2b-dd2ccf089a15 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-04T09:04:17.959215Z digest=sha256:c0c7be9e600532c1957db726ab456d15e3ac0f40b8b65a78336a9d13f091e461

Observation 4dfe9689-a5a8-454b-a4d1-33ff301d1392 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 51

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:04:17.426311Z digest=sha256:a1d9710282c5a893712a27a434b93b66543ec40a8be2178267d76791e872517f

Observation fcec1d0d-aaeb-4908-bf25-feed70c189c2 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-04T09:04:18.051256Z digest=sha256:d338a526e9314ca5844239f0e2e0742ed06230784eac148e276957a5bdb12cf1

Observation b31ae552-4dd1-4e13-be9c-c95abfa6fe88 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-04T09:04:17.577836Z digest=sha256:7dfba3dd04880ee9b2214fe3939ec46f1287273b8793e8384255ce75bfb01766

Observation 6a820561-ac95-4a2b-98d8-e9ed7e304ce2 · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 64

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source=pdf_text observed=2026-08-04T09:04:18.132078Z digest=sha256:3572a21484bcebb7b94f9ee3761f8afc8c0eba861ca1354cc13a956d7fe4b16f

Observation e65254b6-88b4-4dea-aff3-b13138d962bc · outbound

This paper cites an unresolved cited work.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Unresolved cited work

Reference 73

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source=pdf_text observed=2026-08-04T09:04:17.698994Z digest=sha256:005796f1526184e7d219a3aa0e7191adc0ca1e83637aaa05437114aa6d4d8d46

Observation 96d8b742-aa10-43bf-b4b7-4d3b68fd46ee · outbound

This paper cites 8</reasoning> 9 10<comment> 11The patient’s prognosis is guarded due to the advanced stage of NSCLC, multiple metastatic sites, and smoking history.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction 8</reasoning> 9 10<comment> 11The patient’s prognosis is guarded due to the advanced stage of NSCLC, multiple metastatic sites, and smoking history

Reference 75

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source=pdf_text observed=2026-08-04T09:04:18.217083Z digest=sha256:6b93b4dcf172ac2e527c823176ffe6e09e8c8161698950feca608bdcfd7154b7

Observation d8f8b216-63bd-4ad4-802c-5518de167e6b · outbound

This paper cites MEDITRON-70B: Scaling Medical Pretraining for Large Language Models.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction MEDITRON-70B: Scaling Medical Pretraining for Large Language Models

Reference 78

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no resolver link, observed 2026-08-04T09:04:16.544622Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:04:16.544622Z digest=sha256:f5f1618115eb06b87a79948bb5c7a341c7330a614d8af1330ed0c3a423765866

Observation 1412218e-0fe8-4432-9c1d-d854f42a0c2c · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 541

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no resolver link, observed 2026-08-04T09:04:16.634395Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:04:16.634395Z digest=sha256:c505fab29b82456f0668f666aad98fa8620d6aaf2ed5e34b49f46ac069e3aab2

Observation 960fd9cf-8176-474f-844e-cf9be6598507 · outbound

This paper cites Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data

Reference 2021

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source=pdf_text observed=2026-08-04T09:04:17.012336Z digest=sha256:17f41af086ae478b64e91fcae7cb7ff1009fa6a5abb0e3458a80999fb9e0e341

Observation dcb27dbc-f7cc-46d9-bd06-ce42ec849bf3 · outbound

This paper cites Fine-Tuning a Local LLaMA-3 Large Language Model for Automated Privacy-Preserving Physician Letter Generation in Radiation Oncology.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction Fine-Tuning a Local LLaMA-3 Large Language Model for Automated Privacy-Preserving Physician Letter Generation in Radiation Oncology

Reference 2023

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Observation af22434c-b0e3-4e4e-8e2b-f2c562616862 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

OncoReason: Structuring Clinical Reasoning in LLMs for Robust and Interpretable Survival Prediction DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2024

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no resolver link, observed 2026-08-04T09:04:16.876044Z

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Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.