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Paper Citation Record · LEDGER

Towards Conversational Medical AI with Eyes, Ears and a Voice

As of 16 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 4 inbound Pith citation observations for arXiv:2605.09272.

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

pith.paper-citation-record.v1
2605.09272 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T04:55:09.367443Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:03:18.661572Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T15:03:10.654738Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact8
  • verified fuzzy3
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4709b61d-d317-4d50-a571-6325f7904d6c · outbound

This paper cites Aofei Chang, Le Huang, Parminder Bhatia, Taha Kass-Hout, Fenglong Ma, and Cao Xiao.

Towards Conversational Medical AI with Eyes, Ears and a Voice Aofei Chang, Le Huang, Parminder Bhatia, Taha Kass-Hout, Fenglong Ma, and Cao Xiao

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.588637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:522a21d18a4e52ae00da29b34ec7b45f52de55500702518a0e183bc20f56e34c

Observation 320b988b-d625-4b60-820d-acb2628b25c3 · outbound

This paper cites [Online].

Towards Conversational Medical AI with Eyes, Ears and a Voice [Online]

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.596955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:271ebe949ceeed8e52118fd79dd219d4e18edcd9d160fe029716faa23ae6dee2

Observation 19780e0b-4cb4-40dd-9561-1fd89adc25eb · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Towards Conversational Medical AI with Eyes, Ears and a Voice Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-12T05:46:31.569349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:4e688ae5a0dcf128d08fea54cfe24a1a208f08ec94654f9811671263aeead195

Observation e042c984-0ab7-410f-9977-1207ad27cb11 · outbound

This paper cites an unresolved cited work.

Towards Conversational Medical AI with Eyes, Ears and a Voice Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.304744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:795630e006caa7631b080a58f19cf3b3ea6fe5b5fa3acd2d7f1d6a605fbd5f9e

Observation 4994dd27-c076-48c8-a102-a4dbfa8ff168 · outbound

This paper cites google/technologies/gemini/project-astra/.

Towards Conversational Medical AI with Eyes, Ears and a Voice google/technologies/gemini/project-astra/

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.309077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:11b77c143d7ae8546228c8a3c361e1cc81cc3a1e3e3212f220e8f510cc7670fb

Observation dc0bee59-4602-4073-a33f-65459254429d · outbound

This paper cites AI-based Clinical Decision Support for Primary Care: A Real-World Study.

Towards Conversational Medical AI with Eyes, Ears and a Voice AI-based Clinical Decision Support for Primary Care: A Real-World Study

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.613279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:d96611ecee8083379ac68f517ab02da146e2004e63a423e50722d5422d895fb2

Observation 7be65a3b-2833-4f75-bcf4-967ad45e9444 · outbound

This paper cites an unresolved cited work.

Towards Conversational Medical AI with Eyes, Ears and a Voice Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-12T13:01:36.322017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:97000ec2a256262b15b4612409db7ffcc3da372e5ef1e0d4df91d264f9d86703

Observation 81b26ab9-1b1d-4b0d-9a5a-74e2290f17c4 · outbound

This paper cites URL https://doi.org/10.1038/ s41586-025-08869-4.

Towards Conversational Medical AI with Eyes, Ears and a Voice URL https://doi.org/10.1038/ s41586-025-08869-4

Reference 8

Resolution
verified exact
doi, observed 2026-05-12T04:56:21.168431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:3b8a82890e704251234a85c01fd56f463981a012ce5033dcfeb2af89da068876

Observation 7e6e75a2-9387-43c4-a4a6-2a440c2031a2 · outbound

This paper cites Accessed: 2026-03-04.

Towards Conversational Medical AI with Eyes, Ears and a Voice Accessed: 2026-03-04

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.313051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:010a05618533af76a36d69c8f133e4c8f0bb1f22854b65505ab18ac9378ed624

Observation 1bfed6f4-6609-44bb-af22-12b735f0821b · outbound

This paper cites Towards Conversational AI for Disease Management.

Towards Conversational Medical AI with Eyes, Ears and a Voice Towards Conversational AI for Disease Management

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.539824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:ac8cc947a7aa2e6d811aec7331b630bf6dcd7b548c1f735b1e7995ad9846d3e5

Observation a83b0d5f-93e3-4d97-9ead-4fc6c543f932 · outbound

This paper cites Advancing Conversational Diagnostic AI with Multimodal Reasoning.

Towards Conversational Medical AI with Eyes, Ears and a Voice Advancing Conversational Diagnostic AI with Multimodal Reasoning

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:46:31.558348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:c8b99e754be5ca80b2d13f576fb53be8f989174abfb8b90fc8e63312463f390c

Observation e6878858-2ce8-47f8-9fc3-7304fd158b4d · outbound

This paper cites Tammes, R.

Towards Conversational Medical AI with Eyes, Ears and a Voice Tammes, R

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-12T13:01:36.317689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:faf3ecf54bdc9564afe9d19013b2cdb20c468044bb412d04b2e4d6219b9a2dbe

Observation 79dff826-dfba-4b11-9136-112016a3b865 · outbound

This paper cites Sara Mahdavi, Christoph er Semturs, Juraj Gottweis, Joelle Barral, Katherine Chou, Greg S.

Towards Conversational Medical AI with Eyes, Ears and a Voice Sara Mahdavi, Christoph er Semturs, Juraj Gottweis, Joelle Barral, Katherine Chou, Greg S

Reference 13

Resolution
metadata mismatch
doi, observed 2026-05-12T04:56:21.176925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:6af5fa4a0dbd3da4ec148234685dd9a8e421a10e65b4f60494338a7e0c62750a

Observation 94d0e0c5-743a-444d-86c1-5aa39182bbd9 · outbound

This paper cites First, do NOHARM: a medical safety benchmark and randomized study of physician and AI teaming on clinical consultations.

Towards Conversational Medical AI with Eyes, Ears and a Voice First, do NOHARM: a medical safety benchmark and randomized study of physician and AI teaming on clinical consultations

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-06-19T17:09:49.905515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T04:55:09.367443Z digest=sha256:5ad3afa809946c0429f5b0cffbadd740ab18958c4be407ddad6f0a22a63d7861

Pith citing papers

Observation 6b351283-fb42-4f08-9ae0-69dce7cdb245 · inbound

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning cites this paper.

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning Towards Conversational Medical AI with Eyes, Ears and a Voice

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T15:03:18.661572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T15:03:18.661572Z digest=sha256:5434bbfea817aa7a2c6d58d1810f9b61cdf1500e646defffdaa158b349747255

Observation be8f8216-695c-43e9-b499-172a159cbed4 · inbound

VetScore: Risk-Weighted Fact Verification for Veterinary Long-Form QA with Citations cites this paper.

VetScore: Risk-Weighted Fact Verification for Veterinary Long-Form QA with Citations Towards Conversational Medical AI with Eyes, Ears and a Voice

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:03:10.764736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-05T15:02:59.865564Z digest=sha256:fe8b6eac6795709db8f98d6fdf2144aa00774ad32b8bda7f0548f2e4628da9ac

Observation b6146b5c-586b-4481-8d01-a7d8608f614a · inbound

ResidencyRL: Reinforcement Learning in Simulated Clinical Environments cites this paper.

ResidencyRL: Reinforcement Learning in Simulated Clinical Environments Towards Conversational Medical AI with Eyes, Ears and a Voice

Reference 194

Resolution
unresolved
no resolver link, observed 2026-08-10T04:59:12.970078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T04:59:12.970078Z digest=sha256:ccdebccd9641a60ef71d2ece24b7b362ab7883a2302a11268341a0f46299cc70

Observation 9456bebb-8d47-4675-a8da-7383ea0d69c5 · inbound

Towards Expert-level Medical AI for Real-time Video Consultations cites this paper.

Towards Expert-level Medical AI for Real-time Video Consultations Towards Conversational Medical AI with Eyes, Ears and a Voice

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T14:25:44.496265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:25:44.496265Z digest=sha256:487e24457f0963f379e995cbfb8e6acca539a23e6b02ce29f5504827381f1a1c