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Paper Citation Record · LEDGER

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery

As of 14 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 0 inbound Pith citation observations for arXiv:2507.16229.

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

pith.paper-citation-record.v1
2507.16229 v1

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:19:40.797231Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

76 of 76 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f7b4eda-4b96-4f56-819f-d28d8f4cc3f0 · outbound

This paper cites Envisioning a better us health care system for all: coverage and cost of care,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Envisioning a better us health care system for all: coverage and cost of care,

Reference 1

Resolution
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Observation 90ec3a55-f560-46ab-ade3-2279b9c1b04a · outbound

This paper cites Public health challenges and responses to the growing ageing populations,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Public health challenges and responses to the growing ageing populations,

Reference 2

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Observation 68429193-3dbc-41c7-902a-b218db860d77 · outbound

This paper cites Health care 2020: reengineering health care delivery to combat chronic disease,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Health care 2020: reengineering health care delivery to combat chronic disease,

Reference 3

Resolution
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Observation a43adf9a-4695-469a-94ec-047362301bb0 · outbound

This paper cites Covid-19 and health care’s digital revolution,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Covid-19 and health care’s digital revolution,

Reference 4

Resolution
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Source-reported events for the cited work

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Observation 310b3def-ac8c-444f-9701-ad758927cb82 · outbound

This paper cites Understanding and responding to health literacy as a social determinant of health,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Understanding and responding to health literacy as a social determinant of health,

Reference 5

Resolution
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Source-reported events for the cited work

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Observation 5aacbb27-df21-4a9d-8b52-362fd5a702c7 · outbound

This paper cites Social determinants, health literacy, and disparities: intersections and controversies,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Social determinants, health literacy, and disparities: intersections and controversies,

Reference 6

Resolution
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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation beb90f45-c39c-4a1d-928c-560ef504a03d · outbound

This paper cites Testing and evaluation of health care applications of large language models: a systematic review,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Testing and evaluation of health care applications of large language models: a systematic review,

Reference 7

Resolution
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Source-reported events for the cited work

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Observation 27f3aa1f-b8f5-4435-81e9-84a810dd848c · outbound

This paper cites The future landscape of large language models in medicine,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery The future landscape of large language models in medicine,

Reference 8

Resolution
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Source-reported events for the cited work

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Observation 1a1d455f-c078-4c2f-9355-24a228c3cc86 · outbound

This paper cites A multimodal generative ai copilot for human pathology,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery A multimodal generative ai copilot for human pathology,

Reference 9

Resolution
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Source-reported events for the cited work

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Observation 6b6435be-5699-492e-a4b0-2118709a3773 · outbound

This paper cites Large language models in medicine,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Large language models in medicine,

Reference 10

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Source-reported events for the cited work

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Observation d9c6f4d0-59be-4a4d-8a43-2adbffbe5331 · outbound

This paper cites Reclaiming voice with ai,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Reclaiming voice with ai,

Reference 11

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation b3b4e3d3-96b7-4cc9-b2e3-14961f6fdb77 · outbound

This paper cites Talk2care: An llm-based voice assistant for communication between healthcare providers and older adults,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Talk2care: An llm-based voice assistant for communication between healthcare providers and older adults,

Reference 12

Resolution
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Source-reported events for the cited work

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Observation c6269bc8-13e2-4c78-b921-4acd52b3b503 · outbound

This paper cites Healthcare voice ai assistants: factors influencing trust and intention to use,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Healthcare voice ai assistants: factors influencing trust and intention to use,

Reference 13

Resolution
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Source-reported events for the cited work

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Observation b8f89960-4ed0-4ab3-bb4c-a5f8d3f3945c · outbound

This paper cites V oice-based conversational agents for the prevention and management of chronic and mental health conditions: systematic literature review,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery V oice-based conversational agents for the prevention and management of chronic and mental health conditions: systematic literature review,

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 6066853d-8864-4cf4-82e9-30275295e842 · outbound

This paper cites Use of intelligent voice assis- tants by older adults with low technology use,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Use of intelligent voice assis- tants by older adults with low technology use,

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 0eb03a5e-99a5-4649-8c07-236963f08ad4 · outbound

This paper cites Barriers and facilitators to the use of e-health by older adults: a scoping review,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Barriers and facilitators to the use of e-health by older adults: a scoping review,

Reference 16

Resolution
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Source-reported events for the cited work

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Observation 39d42f1a-fc22-4bcd-88b0-602b924daa59 · outbound

This paper cites Ubiquitous accessibility for people with visual impairments: Are we there yet?.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Ubiquitous accessibility for people with visual impairments: Are we there yet?

Reference 17

Resolution
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Source-reported events for the cited work

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Observation dec0a44b-2589-4bb3-aef2-26ce267dbf0f · outbound

This paper cites The impact of voice assistant home devices on people with disabilities: a longitudinal study,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery The impact of voice assistant home devices on people with disabilities: a longitudinal study,

Reference 18

Resolution
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Source-reported events for the cited work

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Observation ea2042c0-9177-4a3d-8e4e-27e12f05aa28 · outbound

This paper cites A review of user interface design for interactive machine learning,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery A review of user interface design for interactive machine learning,

Reference 19

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Source-reported events for the cited work

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Observation 18ea47a3-794f-45d6-ac2f-983c73330a47 · outbound

This paper cites V oice-controlled intelligent personal assistants in health care: International delphi study,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery V oice-controlled intelligent personal assistants in health care: International delphi study,

Reference 20

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Source-reported events for the cited work

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Observation 2313cfa6-2151-4a88-8eb3-9d1ba8d0edb3 · outbound

This paper cites Exploring how older adults use a smart speaker– based voice assistant in their first interactions: Qualitative study,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Exploring how older adults use a smart speaker– based voice assistant in their first interactions: Qualitative study,

Reference 21

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Observation 44c6687a-f92f-4b2b-ac8a-8924c83f5887 · outbound

This paper cites Browsing with alexa: Interrogating the impact of voice assistants as web interfaces,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Browsing with alexa: Interrogating the impact of voice assistants as web interfaces,

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 911cb4d9-a3b1-4974-9c42-65be1d7eb4ec · outbound

This paper cites A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems

Reference 23

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Source-reported events for the cited work

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Observation 48a339fb-b0a4-42a6-a258-922f0602a7d3 · outbound

This paper cites The Death of IVR: AI’s Evolving Impact on CX,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery The Death of IVR: AI’s Evolving Impact on CX,

Reference 24

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation d2a4f15d-6012-4772-94cb-8828f205659c · outbound

This paper cites Understanding the benefits and challenges of deploying conversational ai leveraging large language models for public health intervention,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Understanding the benefits and challenges of deploying conversational ai leveraging large language models for public health intervention,

Reference 25

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation f3275831-6e91-49bd-91a6-46f45bf20242 · outbound

This paper cites Role of health information technology in addressing health disparities: patient, clinician, and system perspectives,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Role of health information technology in addressing health disparities: patient, clinician, and system perspectives,

Reference 26

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 15ea6619-9176-49f7-98b5-41b936cc088d · outbound

This paper cites Understanding barriers and design opportunities to improve healthcare and qol for older adults through voice assistants,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Understanding barriers and design opportunities to improve healthcare and qol for older adults through voice assistants,

Reference 27

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation e8490ee9-38c3-4550-89a4-50254d8583a4 · outbound

This paper cites A question of access: exploring the perceived benefits and barriers of intelligent voice assistants for improving access to consumer health resources among low-income older adults,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery A question of access: exploring the perceived benefits and barriers of intelligent voice assistants for improving access to consumer health resources among low-income older adults,

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 842f3b94-7247-4f7a-bb4f-f215dc27fda6 · outbound

This paper cites A scoping review of patient-facing, behavioral health interventions with voice assistant technology targeting self-management and healthy lifestyle behaviors,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery A scoping review of patient-facing, behavioral health interventions with voice assistant technology targeting self-management and healthy lifestyle behaviors,

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 7cc504b4-34f7-4ee9-9d9e-9948b8b92e20 · outbound

This paper cites On the concept of health capital and the demand for health,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery On the concept of health capital and the demand for health,

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 53971bad-3256-41dc-aed4-a21dff4d9b3d · outbound

This paper cites Cost-effectiveness of aducanumab to prevent alzheimer’s disease progression at current list price,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Cost-effectiveness of aducanumab to prevent alzheimer’s disease progression at current list price,

Reference 31

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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Observation 4835be30-6c7c-482b-a6ea-bcde4a5290a5 · outbound

This paper cites Economists in health care: saviors, or elephants in a porcelain shop?.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Economists in health care: saviors, or elephants in a porcelain shop?

Reference 32

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.677178Z digest=sha256:65ff0ddd9a0c1eb2430bc5724a0c37e308b0abe9b166e6596ce42c4ff482b84a

Observation a87614a2-f7df-4427-ad76-08dce93f54f2 · outbound

This paper cites What is value in health care?.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery What is value in health care?

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.679602Z digest=sha256:6789a4d6629b7cb78da31883e72ed65ea2364f51bfd5c6209a7aa5fc8eaf6db5

Observation 6d04d70e-99d4-46b5-85e0-a169a574aca1 · outbound

This paper cites Risk adjustment in medicare aco program deters coding increases but may lead acos to drop high-risk beneficiaries,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Risk adjustment in medicare aco program deters coding increases but may lead acos to drop high-risk beneficiaries,

Reference 34

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raw_fallback, observed 2026-08-06T15:19:41.170573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.681871Z digest=sha256:9cb7d2a67fa56159853de5eafc8f7997e3ebd70a1f346edeb08cb929173d7460

Observation c40aa214-d016-4802-9906-954524cdc29f · outbound

This paper cites Economies of scope,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Economies of scope,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.161730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.684058Z digest=sha256:797bc1139f9ae5ad2ac4631c089cdc390ce80aa45cdb984c9a7a7cc01662ce3c

Observation 102c64e3-441a-47cb-8747-9f4899c7e80b · outbound

This paper cites Strategy of prevention: lessons from cardiovascular disease,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Strategy of prevention: lessons from cardiovascular disease,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.153275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.686255Z digest=sha256:9f0f8547cab3edb9747567989b4abf5c745a03ae78dc7ef00258bd037d36afbe

Observation 3baaca9f-333e-4174-aa58-79ff81805841 · outbound

This paper cites Implementing and scaling artificial intelligence: A review, framework, and research agenda,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Implementing and scaling artificial intelligence: A review, framework, and research agenda,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.145234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.688951Z digest=sha256:d95795559474742cac61a5e62628824a250116aa7a7e711a6cc43520b0ad5088

Observation 01f35ca3-4434-43da-96d5-b271d4073f9a · outbound

This paper cites Besanko, D.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Besanko, D

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.136382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.691479Z digest=sha256:2f60f41011062cfdf72b54b508a6540a91c1c11130962e6c1ba09f5f96b5dda2

Observation 03895db6-56e5-42e0-8e3f-3757976562b6 · outbound

This paper cites Production-line approach to service,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Production-line approach to service,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.127586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.693978Z digest=sha256:f9ec9e93bb134ab65f4ddc3b1193c6f0c9cb099e43a6f352807e50a814a758aa

Observation 8a9f6830-af42-43ab-9dab-a5db12ec6c8e · outbound

This paper cites Uncertainty and the welfare economics of medical care. 1963,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Uncertainty and the welfare economics of medical care. 1963,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.119377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.696734Z digest=sha256:5ecdcb1735880c41a7f7c6b7c7b4bc23fb6d9cc89a1b37e5b6dda55b40778ee5

Observation 8b853786-547d-4f3f-b423-95d1f86de64f · outbound

This paper cites Shapiro and H.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Shapiro and H

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.110924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.698987Z digest=sha256:c5c4d23d2f9eae1b52c8a045380a415a6406e512dd23cbc83604281969a0570e

Observation 31182907-084d-496b-aaf0-4a0a0323fb98 · outbound

This paper cites an unresolved cited work.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:19:41.102722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.701316Z digest=sha256:b7593ad86a587e1d22e68e58839e05a01da0c3f77ea30cec93f7cf5d0159c119

Observation 414a2c55-f7db-4107-ad91-8fcc8ed34ef5 · outbound

This paper cites The triple aim: care, health, and cost,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery The triple aim: care, health, and cost,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.093898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.703549Z digest=sha256:eead8314dd8e6070283e1e674bf5dbd9dd5487c3c6435dfff3c84a75000d7c93

Observation 1a59a408-a8a7-474a-b320-eb1afe149d85 · outbound

This paper cites Chanoff, M.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Chanoff, M

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.084548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.705965Z digest=sha256:56c256f12bc107295574af2b673e88b75ac46fbb70a5c2b5faab837be1bc5653

Observation 8d9b20a6-88f1-403c-bc03-184520e58499 · outbound

This paper cites Comparative analysis of open- source language models in summarizing medical text data,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Comparative analysis of open- source language models in summarizing medical text data,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.076280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.708556Z digest=sha256:c6dae654f18f12fa3bf0b53375fda6a498426be92d7d1155ad4b5327c64aeedc

Observation 39b9a445-53e9-4ea6-8d43-2dbbd90fb24d · outbound

This paper cites Enhancing Reasoning to Adapt Large Language Models for Domain-Specific Applications.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Enhancing Reasoning to Adapt Large Language Models for Domain-Specific Applications

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:40.710871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:40.710871Z digest=sha256:a424783ba7a1afd8e7415f48c34401dce4757734ecdcf5bb1c23b5bc9fb1ded1

Observation 701304ba-9190-4b4f-bba5-ece1925bed5f · outbound

This paper cites Detection of acute 3, 4- methylenedioxymethamphetamine (mdma) effects across protocols using automated natural language processing,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Detection of acute 3, 4- methylenedioxymethamphetamine (mdma) effects across protocols using automated natural language processing,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.066944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.713824Z digest=sha256:50aef1683acfb5f786ffec544eef19f209c212b3651764090831f3b42c1f799f

Observation 7741602e-daad-4e4d-af85-82f654d4ef5d · outbound

This paper cites Short dietary assessment instruments,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Short dietary assessment instruments,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.058062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.716112Z digest=sha256:da00fcf593450aa335231c1440329bd79193470482c05af5835eb31f5656ac72

Observation fcefa0f5-e917-41de-9947-f878e48b76a8 · outbound

This paper cites Application of machine learning optimization in cloud computing resource scheduling and management,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Application of machine learning optimization in cloud computing resource scheduling and management,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.049604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.719003Z digest=sha256:fccfbc57a46df2f95f4e1795632c747ccd302a23784549d305babc5172c4e40f

Observation 2aaa8332-3be2-43b9-b430-fd87f3af334d · outbound

This paper cites Existential challenges for healthcare data protection in the united states,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Existential challenges for healthcare data protection in the united states,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.041323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.721744Z digest=sha256:6575aeefde51805049a86fc0af3bfc0b560971ff513c6abf80ebc781bf7b066f

Observation bd69ce8e-7196-4d73-979e-feb490375f83 · outbound

This paper cites Privacy-aware cloud auditing for gdpr compliance verification in online healthcare,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Privacy-aware cloud auditing for gdpr compliance verification in online healthcare,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.033468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.724351Z digest=sha256:b257fd9bbf3bdd9bad5cf4ecc131c62bc98704509f5d0ef46d2415409e503b67

Observation 2dff3a25-d598-45c1-9ee8-287270193988 · outbound

This paper cites Generative ai in medical practice: in- depth exploration of privacy and security challenges,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Generative ai in medical practice: in- depth exploration of privacy and security challenges,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.025977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.727296Z digest=sha256:ec49ca28708a8dd0c5f8ac83cc2a01b30b52c66771880680cec02c4a92df091e

Observation 4ab6df06-317d-4226-a691-632715a6a4e8 · outbound

This paper cites Defend architecture: a privacy by design platform for gdpr compliance,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Defend architecture: a privacy by design platform for gdpr compliance,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.018451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.730385Z digest=sha256:e114669ee45928e465b6d0ea7ce87ccd5d7e4e3d5af9e0e0cdf62cb9bf31d7c3

Observation d1a4ee99-085b-473b-9544-10323e4b0473 · outbound

This paper cites Framework for healthcare security practice analysis, modeling and incentivization,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Framework for healthcare security practice analysis, modeling and incentivization,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.010245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.733336Z digest=sha256:efff35732941e0984bfe165e11636950967ded895be5176c0a57259c8e418ece

Observation 5bfa6789-2810-482b-b2f0-e69f3ed6df6a · outbound

This paper cites Designing personality-adaptive conversational agents for mental health care,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Designing personality-adaptive conversational agents for mental health care,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.002445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.735447Z digest=sha256:002547f1a2ba4a7fd9751de9d2c5ec1739c7d139d4c3f98f856aa156704cd09f

Observation 391dd08b-4f4c-4d5b-95e8-190a59914aab · outbound

This paper cites Conversational Health Agents: A Personalized LLM-Powered Agent Framework.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Conversational Health Agents: A Personalized LLM-Powered Agent Framework

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:40.737641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:40.737641Z digest=sha256:7d86400de5651c41267ee0ec456150837097b742b768da1d5e2b36ea44d10872

Observation 69dec968-96f7-450a-8a82-b0b2d6f8604f · outbound

This paper cites Rag in health care: a novel framework for improving communication and decision-making by addressing llm limitations,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Rag in health care: a novel framework for improving communication and decision-making by addressing llm limitations,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.994954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.740756Z digest=sha256:a6474a815b76d75fb8f5df143b393efbdf79c25e093f10be37813fc762ee0b68

Observation 6aa99375-64d6-4cde-b9b0-541c33ec71a6 · outbound

This paper cites Conversational ai with large language models to increase the uptake of clinical guidance,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Conversational ai with large language models to increase the uptake of clinical guidance,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.987235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.743177Z digest=sha256:7c0acbfe4d42056c9ea08ca8732069e0f3168a4b12dc020cab5bd17c1faeaef9

Observation 2ab7ee5c-1a76-4243-9cd7-9116c83116e8 · outbound

This paper cites Cachegen: Kv cache compression and streaming for fast large language model serving,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Cachegen: Kv cache compression and streaming for fast large language model serving,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.979596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.745413Z digest=sha256:258a122140b4c1446c612de817a8fc0daf4b0aaebd02cb4d0da7823357b70a72

Observation 94b1b7e0-2608-4c71-b194-af0574f455d9 · outbound

This paper cites Keep the Cost Down: A Review on Methods to Optimize LLM' s KV-Cache Consumption.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Keep the Cost Down: A Review on Methods to Optimize LLM' s KV-Cache Consumption

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:40.748817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:40.748817Z digest=sha256:af5a1df87bb66c6c2000fb8495c5c674119a3fe04a5d46e77e96dbf99c6c6f85

Observation 717dcc40-07a6-4354-8dc0-b23636748840 · outbound

This paper cites CacheBlend: Fast Large Language Model Serving for RAG with Cached Knowledge Fusion.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery CacheBlend: Fast Large Language Model Serving for RAG with Cached Knowledge Fusion

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:40.752325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:40.752325Z digest=sha256:b77dd66a51582271b4e68a5c9bde35be7cb10fb4bf98ae22d8efd9bbccbe0191

Observation f4e37e3e-f500-4634-be59-5f92ba8ee830 · outbound

This paper cites Lmcache: A large language model powered intelligent cache system,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Lmcache: A large language model powered intelligent cache system,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.971865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.754892Z digest=sha256:89a1977c5b63f550c1e8efb771c7d98018e4c840e8d42440a136b968c8abb43f

Observation ea06c996-3e60-40e1-ba68-4b0f5dbdbb12 · outbound

This paper cites Do Large Language Models Need a Content Delivery Network?.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Do Large Language Models Need a Content Delivery Network?

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:40.757093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:40.757093Z digest=sha256:36aff378a85e6c01fb64bd6de3f547abc425b9fc614187fabcb388beca1aecb4

Observation 7a71c4ec-6a76-4b57-b3c2-e3de1246fada · outbound

This paper cites vllm production stack: Reference system for k8s-native cluster-wide deployment,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery vllm production stack: Reference system for k8s-native cluster-wide deployment,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.964728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.759812Z digest=sha256:ca000b8bf3a42a02749382d868cf02a8f9e3ba2d503beff5b32b213c2405f875

Observation 554122e0-998d-46e4-8dbe-b3518566c7cd · outbound

This paper cites Efficient memory management for large language model serving with pagedattention,.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Efficient memory management for large language model serving with pagedattention,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.949304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.765517Z digest=sha256:e0699deaec6d0d53d906db5112bb74d5d8a36b1aca2446f2d2a4d0b0307d21f1

Observation 4b8a9020-f77b-41db-99f9-d567dc19ed28 · outbound

This paper cites How are you feeling today, can you rate your overall health from 0 to 100, with 0 being the worst and 100 being the best? Patient: 25%.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery How are you feeling today, can you rate your overall health from 0 to 100, with 0 being the worst and 100 being the best? Patient: 25%

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.941949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.768527Z digest=sha256:c4c60e483934da40a0e641174ef1f50a19beb9b405835c0af67757ac2b67ec78

Observation 6b4b1383-12e7-43aa-a529-61a44887a103 · outbound

This paper cites This example demonstrates how Agent PULSE can main- tain natural conversations while automatically extracting and structuring critical health information for healthcare providers.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery This example demonstrates how Agent PULSE can main- tain natural conversations while automatically extracting and structuring critical health information for healthcare providers

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.934010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.772471Z digest=sha256:02870da0f98b52daf9ddf8a0ae08c61316c9c97276ca1c5f8daff62e593e50c0

Observation 4b5543c1-44a4-46dc-8caf-53aedf325409 · outbound

This paper cites The Basics: V oice AI healthcare systems must perform several critical functions:.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery The Basics: V oice AI healthcare systems must perform several critical functions:

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.926135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.775496Z digest=sha256:c0bb40f77d6821c104eafb37312bfb325e8002404aea468fc4ec707383b96ad5

Observation b99e332f-5889-434e-b7d0-6e19695eddcf · outbound

This paper cites an unresolved cited work.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:19:40.918207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.778711Z digest=sha256:9f3028b10ef4983845c067d7b0aa3e5e84bfc9f785cc358987ed111b7a399461

Observation 8798f6d9-8116-4ed3-909f-5225856278ee · outbound

This paper cites an unresolved cited work.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:19:40.910511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.782226Z digest=sha256:da567ef935000bcc4e07d02d49c7e7398ea24c99efac65e39b8a662910782b6e

Observation 0eb57b1e-6eb2-402c-aa11-cd404ec1fdf4 · outbound

This paper cites an unresolved cited work.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:19:40.901348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.785404Z digest=sha256:84b94206fb205b2db77b118abded7407c5496f805503e4cff20a94f66afdf8fb

Observation 8d510235-ad74-4716-a680-2d55e91a780f · outbound

This paper cites an unresolved cited work.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:19:40.893966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.788799Z digest=sha256:fca79594f7eb246cc2f25223ed67376bf8ef260ba2ab72495dec9fc52f54053d

Observation 32d5ced2-7203-452f-b745-f56bfa84c46f · outbound

This paper cites Research suggests this could potentially increase patient satisfaction and improve information disclosure rates.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Research suggests this could potentially increase patient satisfaction and improve information disclosure rates

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.886289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.791727Z digest=sha256:a2d623987603e7f734b917f04f0fdfc0e7b8be7425af4b865faa4dd8b24378b7

Observation bfcfa628-ae47-4372-bcc1-9c7b2fa2072c · outbound

This paper cites Technical Implementation Details.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Technical Implementation Details

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.876538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.794901Z digest=sha256:22f75e833f6b62ec2dcf3286befc7f76382122c43914a9ea57943c9787df0e47

Observation 0a88973d-5892-44e9-834b-4eeeebd3abb9 · outbound

This paper cites frontend.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery frontend

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.866364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.797231Z digest=sha256:c7ae88e5e8eb2fb60437f0622bad2ad14f95619ba4726690bf2d4825eec83ec6

Observation b363c3d1-16b1-43ef-a7f9-9bd8df06e92f · outbound

This paper cites Available: https://github.com/vllm-project/production- stack.

Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery Available: https://github.com/vllm-project/production- stack

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:40.956761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T15:19:40.762587Z digest=sha256:2cfba1d802db427627a3bb7df45ce0938c96f94fae053513baa2c067ffda248a

Pith citing papers

No inbound Pith citation observations are available.