Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T14:22:30.049550Z
Paper Citation Record · LEDGER
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data
As of 9 August 2026, this Paper Citation Record lists 100 of 108 outbound references and 0 inbound Pith citation observations for arXiv:2608.05375.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
Reference resolution
100 of 108 outbound references displayed
- verified exact3
- verified fuzzy34
- unresolved60
- parse uncertain1
- malformed identifier2
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 68000d12-5937-4a31-90d4-f0c08fbbfc75 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.571156Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7fadfd7-0f92-4c26-80d0-d0e57fece313 · outbound
This paper cites gpt-oss-120b & gpt-oss-20b Model Card.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data gpt-oss-120b & gpt-oss-20b Model Card
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.576906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0fa55a9a-a3a4-470b-9415-f17452c26cb9 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.583193Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22587316-a9cb-415a-bc77-73076c632ab1 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.588288Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be8054cd-5405-47cf-95c6-082c9dad6e76 · outbound
This paper cites Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D
Reference 5
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47a61540-487e-45b7-a803-63adfb89344b · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 6
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 816096e5-4bf8-4144-8a32-77e944f44e63 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 7
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 407cc531-2e24-4102-ae00-a0b89b48f843 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 8
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 300d2d74-2e34-4da2-b145-896ffbff266d · outbound
This paper cites Evaluating Large Language Models Trained on Code.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Evaluating Large Language Models Trained on Code
Reference 9
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3705bc4c-028b-49b4-a45c-edb9351cf0c0 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 10
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b77bdb38-54a8-4b7e-a400-b4bc7a4efbd4 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 11
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d168d2ad-491a-4c8b-9579-351f51256420 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 12
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b94b9dd-6607-4eff-b642-71cedc45a469 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.629274Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84bf2def-6d43-4b5e-8541-62e84778b5b8 · outbound
This paper cites The Llama 3 Herd of Models.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data The Llama 3 Herd of Models
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.633906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c9bdde7-f3b6-47e1-a5f5-8b893bd5c369 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.638906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fdb9b4a-d3c3-47ab-a129-628739d64b77 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 16
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb83692c-f6a4-4247-8b0d-0490a64f4081 · outbound
This paper cites Hoos, and Kevin Leyton-Brown.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Hoos, and Kevin Leyton-Brown
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.652763Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 507ddd78-80d2-4cad-b930-d58d9ada0b3a · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 18
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a795d4c-e3b6-4f64-bf23-f244357458a8 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 19
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45550b88-2ea1-4025-a153-cff4f561fa1d · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 20
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2d1b903-b8d4-4931-be3a-931deb27f18b · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 21
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 536bcbfd-2183-4d40-abc4-790f53d18ac7 · outbound
This paper cites GPT-4 Technical Report.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data GPT-4 Technical Report
Reference 22
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 714f6823-0cf9-4083-b7c0-9a5bc61114cc · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 23
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 700c6df9-9123-45a5-a7e0-2753e5dc8d6b · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 24
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation eb47bb19-46b4-4626-9d66-dd958f234a0c · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 25
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8da98338-4e48-46c7-8dbf-c09ab546cd72 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 26
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c19252c-0562-49c2-bff5-019efe7b31fa · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 27
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cae8dcd4-576f-41c6-8c39-1400091f9334 · outbound
This paper cites Interpolation-Prediction Networks for Irregularly Sampled Time Series.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Interpolation-Prediction Networks for Irregularly Sampled Time Series
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T14:22:29.706805Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 627b33f0-5c5f-4459-939f-8e838e819bc6 · outbound
This paper cites Multi-Time Attention Networks for Irregularly Sampled Time Series.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Multi-Time Attention Networks for Irregularly Sampled Time Series
Reference 29
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 898cabd0-3e7c-4c2d-b244-a23a7b6565ed · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 30
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e9d6619-d4d9-4ce7-ab10-ad5ca7d43b00 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 31
- Resolution
- malformed identifier
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9503993e-56e6-4d86-98f0-b9159c95dbd3 · outbound
This paper cites Hoos, and Kevin Leyton-Brown.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Hoos, and Kevin Leyton-Brown
Reference 32
- Resolution
- verified exact
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0810d7bf-43b8-4b19-be46-29ca830df0a6 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 33
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ceb36c4-dd28-459e-a8f2-1eeb24fa99f5 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 34
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f371fa2-200e-42a2-bd82-81c1484b2c14 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 35
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 247d392a-4b0d-40f1-ac7a-d7d887bbedff · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 36
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation df4c53e7-6358-488e-a3a1-ee7053e16cc3 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 37
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4fd9133-a470-47d2-bfc0-32cfba4311f6 · outbound
This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 38
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2409e962-ee56-4028-8a7b-84daf3fdb4ee · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 39
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2b7411e-9f0b-4621-8632-a00336256138 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 40
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d32c716c-92d6-4d6f-90a5-798ba86780cc · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 41
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8467714c-b1aa-47dc-b7bb-d29f479229e6 · outbound
This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data ReAct: Synergizing Reasoning and Acting in Language Models
Reference 42
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c2fbb4a-8c45-42ec-86f6-05be3823092c · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 43
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1b74f8a-016e-42cf-a373-82d207b1ee00 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 44
- Resolution
- malformed identifier
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee1420f6-8e02-4ee9-95ea-511a9e382d5f · outbound
This paper cites Do not include any meta commentary, rationale, or explanations.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Do not include any meta commentary, rationale, or explanations
Reference 48
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54508d7d-0264-4ee4-87ef-5fe8e1195ea6 · outbound
This paper cites Do NOT introduce, infer, assume, or add any information that is not explicitly present in the input notes.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Do NOT introduce, infer, assume, or add any information that is not explicitly present in the input notes
Reference 49
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ce91065b-f8fe-4212-a513-2be118a455e8 · outbound
This paper cites Preserve information that is most useful for future optimiza- tion decisions:.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Preserve information that is most useful for future optimiza- tion decisions:
Reference 50
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d78e99d3-ba8a-4eb3-8263-18ac38e3e6d4 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 51
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ab4e3d98-8fa0-4a85-8525-80cf39b4ad9d · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 52
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3f100eaf-d2c5-4c69-9fd9-3dec10275adc · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 53
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cdba1c58-2c53-47a9-bc85-57dc2fdf77f3 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.889885Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2fd12688-504e-49a9-9049-dd6fa06f2f5c · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.875489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1a58822a-d3ed-42eb-8f23-eee8ff41fb56 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.861492Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1dec66dd-e7fe-4bca-bd8c-b9f211f63604 · outbound
This paper cites System Prompt for Evaluator You are an expert clinical ML engineer and code reviewer acting as an evaluator for an agentic machine learning system.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data System Prompt for Evaluator You are an expert clinical ML engineer and code reviewer acting as an evaluator for an agentic machine learning system
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.846318Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6fc73463-5e96-4cfc-a6b0-afa446e7bcef · outbound
This paper cites The raw datasets have exactly the same feature space.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data The raw datasets have exactly the same feature space
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.785576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 620d8795-8a5e-4b3f-89a1-f620cddedb1b · outbound
This paper cites If exists, You must strictly avoid any feature engineering or preprocessing oper- ation that uses, derives from, or is conditioned on the target label.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data If exists, You must strictly avoid any feature engineering or preprocessing oper- ation that uses, derives from, or is conditioned on the target label
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.770178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ee71a6f8-b673-4511-9745-72c47a749bcb · outbound
This paper cites Keep ID ({id_col})/Label ({la- bel_col})/Time ({time_col}) column names and case unchanged.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Keep ID ({id_col})/Label ({la- bel_col})/Time ({time_col}) column names and case unchanged
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.755612Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 13ba2ed1-c7ec-4d18-88db-6e99f0aea218 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.740519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ddf77195-7b45-45da-b468-ed0204f5c676 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.831161Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cc322d4c-ce50-4d65-8385-b9054a04388a · outbound
This paper cites In-code Requirements:.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data In-code Requirements:
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.816138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 691f80ea-51bf-4681-8b98-27cfa69244c7 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 67
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.800669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4595d5d3-415b-4f38-a032-f637fcee2ec9 · outbound
This paper cites The datasets have exactly the same feature space.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data The datasets have exactly the same feature space
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.726184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d42df0b2-085f-493f-8a3f-49c37fee3e1f · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.711308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 20091e6a-1f1c-412a-864a-fff4eab70397 · outbound
This paper cites test_performance (a single float value reporting the best model test performance), and (iv) best_model (ONLY hyperparameters and name of the best model).
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data test_performance (a single float value reporting the best model test performance), and (iv) best_model (ONLY hyperparameters and name of the best model)
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.696555Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f9d620fd-e483-4f14-af3e-9a535d262f09 · outbound
This paper cites If all models failed, output empty CSV), and save as a csv file to shap_csv_path with two columns:.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data If all models failed, output empty CSV), and save as a csv file to shap_csv_path with two columns:
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.680782Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1b2847cb-192e-4a63-98c6-85ed72a3a949 · outbound
This paper cites abs_mean_shap (the mean value of absolute SHAP), the CSV file should be ordered by descending abs_mean_shap.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data abs_mean_shap (the mean value of absolute SHAP), the CSV file should be ordered by descending abs_mean_shap
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.664796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0ed63831-c5e7-412c-9dfd-c288a99d7d1c · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.649685Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7f707574-2e01-4a17-95b9-2c9f851aaa37 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.634440Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d7f33ca0-dc40-42e6-aed3-b7daaa9ce26d · outbound
This paper cites accuracy.
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.617718Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bd85190a-42c2-4037-af6a-65cd97b04551 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.602160Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2df53e46-414b-468b-84fb-f6bf24e0ded3 · outbound
This paper cites The same preprocessing strategy should not be blindly applied to all features.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data The same preprocessing strategy should not be blindly applied to all features
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.587033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 54586803-be5c-4ec5-98b0-738171ad7621 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.571101Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 78d40fa3-e6cc-40f4-a69b-929b2f87412e · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.556036Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dcbb27a3-3744-4372-9894-507bcea9d354 · outbound
This paper cites IMPORTANT: DO NOT use ‘xgboost‘ or ‘lightgbm‘.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data IMPORTANT: DO NOT use ‘xgboost‘ or ‘lightgbm‘
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.541133Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0008bf66-0d1b-4f9c-bc97-16dbbe900224 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 81
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.526355Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cd4109a0-35de-4bda-976e-c7c40ed537cd · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 82
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.510817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 14e0bfed-70ae-4bb2-b431-4ef22e0ba9cf · outbound
This paper cites Invalid",.
Reference 83
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.496004Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 72edfe27-4047-4347-8419-706eb9b9ebe2 · outbound
This paper cites intended.
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.481199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6a796b95-fde0-4a63-ae15-bf46ccc61139 · outbound
This paper cites set to NaN).
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data set to NaN)
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.466487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 34aec5e8-f9ec-4aff-b9c9-f29a89074deb · outbound
This paper cites This dataset historically contains ‘un- known” encodings (e.g., -1) (you even saw Mpoc_-1 show up in Step 6 SHAP).
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data This dataset historically contains ‘un- known” encodings (e.g., -1) (you even saw Mpoc_-1 show up in Step 6 SHAP)
Reference 86
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.452216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d0076119-5774-406d-a662-b0eb74f395ef · outbound
This paper cites days-to-start.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data days-to-start
Reference 87
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.436596Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 369676e5-c23a-4488-8250-9d815262d5ef · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 88
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.421837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bf396bf8-b4fa-4320-808e-376b5f8175a0 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 89
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.407150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9e2585c3-eefb-4f81-a364-94885662cd85 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 90
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.392917Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4c1d9de9-48cf-456c-8b07-9aba7ffa1830 · outbound
This paper cites an unresolved cited work.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Unresolved cited work
Reference 91
- Resolution
- unresolved
- raw_fallback, observed 2026-08-08T14:22:31.379337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f6160493-3b57-4738-99bd-8ae0f0adc11d · outbound
This paper cites If you implement only one change: fix anchoring so you’re not static-only for∼95% of patients—that’s the bottleneck cur- rently limiting validation AUROC.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data If you implement only one change: fix anchoring so you’re not static-only for∼95% of patients—that’s the bottleneck cur- rently limiting validation AUROC
Reference 92
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.365205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3d978824-13be-4ad2-ba7c-71bac151ec0e · outbound
This paper cites static-only.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data static-only
Reference 93
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.350418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0ad00f6e-12db-4ae6-ab8b-8a4a15c49f0c · outbound
This paper cites Change * Always populate meds/comorbidities from the chosen “base” row (or any available row), even if anchor is uncertain.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Change * Always populate meds/comorbidities from the chosen “base” row (or any available row), even if anchor is uncertain
Reference 94
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.335077Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f13522d8-3e28-4558-9ace-ceb2914b13b7 · outbound
This paper cites un- known/other.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data un- known/other
Reference 95
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.320473Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0095a66d-604f-42ec-b8f5-c8d89e624c05 · outbound
This paper cites So those bins never enter feature_cols.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data So those bins never enter feature_cols
Reference 96
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.306629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1f2ed56f-1ac5-4582-b78c-455a07acb8f2 · outbound
This paper cites everything missing→ everything pruned.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data everything missing→ everything pruned
Reference 97
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.292752Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c0113c6c-1945-4902-a77c-00a44bb269ec · outbound
This paper cites That can happen when clinical disease activity features are missing, but it can also reflect proxy learning that doesn’t validate well.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data That can happen when clinical disease activity features are missing, but it can also reflect proxy learning that doesn’t validate well
Reference 98
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.278811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 00d5a406-882c-4b38-9739-42ae5f0075d6 · outbound
This paper cites usable longitudi- nal coverage.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data usable longitudi- nal coverage
Reference 99
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.264544Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation aa252ed1-6495-4331-8b5a-8482b68a3213 · outbound
This paper cites Keep broad coverage, but reject anchors that imply impossible timelines.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data Keep broad coverage, but reject anchors that imply impossible timelines
Reference 100
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.250590Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5ef127ee-674e-4ea8-9f10-ef14a0867c55 · outbound
This paper cites always missing.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data always missing
Reference 101
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.235965Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 52664e12-ebd0-4c4a-a1e1-63a5d01578e8 · outbound
This paper cites has_any_measurement.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data has_any_measurement
Reference 102
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.222058Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a480c445-cc47-4303-b258-9bd60f95c33f · outbound
This paper cites model-ready.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data model-ready
Reference 103
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.207714Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation dc457961-c135-4131-888d-504b80deb773 · outbound
This paper cites structurally missing.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data structurally missing
Reference 104
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.193894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f26c2eca-08c2-40c3-9aa3-e0b4883ff25b · outbound
This paper cites * Try no KBest for LR and rely on ridge/elasticnet regulariza- tion (much more stable in p>>n).
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data * Try no KBest for LR and rely on ridge/elasticnet regulariza- tion (much more stable in p>>n)
Reference 105
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.179303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b5eec8b4-aedd-4450-89b9-90e9a377b4d8 · outbound
This paper cites * Your step history already found useful solutions at C≈3 (Step 6), but Step 7’s search tops out at C=0.3 for L2 and elastic.
DoctorAgents: an agentic framework to iteratively refine AutoML pipeline for small clinical temporal data * Your step history already found useful solutions at C≈3 (Step 6), but Step 7’s search tops out at C=0.3 for L2 and elastic
Reference 106
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:22:31.163450Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Pith citing papers
No inbound Pith citation observations are available.