Pith. sign in

Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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

  • verified exact0
  • verified fuzzy65
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.558103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.599312Z digest=sha256:843bd220125d44583fae1b6daa9b4d303b9db68c3027435494d2c0d48655751e

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.550772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.602561Z digest=sha256:f108ad2929c866d2aa8398ed4d443f85c3f65a3ccd4d675cb91c2f21edef32f0

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.543277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.604992Z digest=sha256:06ee288f7fce944439fa8e0b939463ec9d8471554522b3ab5213fb5417de6152

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.536088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.608016Z digest=sha256:856e63484011b52cb48b2610d8adf2a4cabd865a9fa6ffe967e5c4c7e2ba7e5c

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.504745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.610803Z digest=sha256:fe6432ff6a172db658e17462e965bed1cecb35194e69eed7363b781a19780f53

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.457868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.613322Z digest=sha256:99f031cb4a5334c848a78424d9c37bcab909dc64c016d7cceea51542fa1b8407

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.424747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.616116Z digest=sha256:f51fb59de99a09d863e9289d17b277bfcc91561ab219a3b9ca4dbc3163e5daa4

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.393473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.618321Z digest=sha256:e2b6aeb36249f777ac567b0401f72f5777f09b57d2ed75a178394eec6eb94642

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.380319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.620663Z digest=sha256:5df1df4699a9e694bdc96e10884ddd1d3196dc84aaf8eedb3084ac3fe155003c

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.371544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.623175Z digest=sha256:074863a0826a96305ba561843e2ec626a7d04de26521ec322ab5f231341e7ec2

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.361459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.625919Z digest=sha256:90e9b80d50ce5d948470dd227a82efc7235b8bc7eca014e8b3b2ab7247741c31

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.352686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.628256Z digest=sha256:4df3985e9e6c17bfc6f84c04c94ffb404f0b56186a645a11f9ae9a015be0eeef

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.344556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.631017Z digest=sha256:bdebe45357c86b0e7773e9dd9514d9c85f33b061c14cf98c374565a84830c1da

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.336224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.633319Z digest=sha256:e0321010d8b0b6dc6d1b091ae978ef3e3de3a2c06c3d7d4ccb9dae3ab9608c33

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.327132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.635961Z digest=sha256:ab525a9fb5e9a7872d6aae27feb6464c9d2f28c36c8bbcffe97c38586fe4c1e6

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.319237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.638173Z digest=sha256:510b2ff9161ca64d0812b3b62d4669ed691916b5bcf541bb889944888181c182

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.309938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.640205Z digest=sha256:bb08ab209ca084308125fcb3083683fad78459fa35e114e38a2480556db20323

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.300886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.642840Z digest=sha256:1cf342b83073c6b4f746a2ffbcdf9ea9c00a808b44fa2997033ce032d67e9ba2

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.292428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.645437Z digest=sha256:c27116a94dd4ab8df955c081e241e5fd33fc025fd92828c435f4dfc2589b5d90

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.283959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.648088Z digest=sha256:8f1bad08884498ea285091d7840c269955f931b31ddbba0e7b65f1f2ffbd1683

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.275860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.650550Z digest=sha256:477f39e83799b978f779dbbc2a06b2b484cd9cbb89b49ab281786d0d56687a89

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.267103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.652673Z digest=sha256:2d05f3276d19a1188123f27bd7b29c9e9e39d0024c5fd5813e3260d07e90b1e1

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

Resolution
unresolved
no resolver link, observed 2026-08-06T15:19:40.654802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:19:40.654802Z digest=sha256:23ace765693e856098f7e57355ce69a65f288c594b99b9bebba0b46355dfa7b9

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.258322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.657380Z digest=sha256:8f3fe5ab80154f5a9cbf4f4447eed288858ac2420e05369c4ce37ebce92f748a

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.249370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.659671Z digest=sha256:4a678de800ad467a58f93a696d1532507639b69ab6f1c600c5a885e235405864

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.240547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.661950Z digest=sha256:6426c4d82e35c0c3122c9b373f7fede18b56523e1d0614940ca3f6dffac86ad3

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.232876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.664806Z digest=sha256:d346769a4b106e7a302f970b31906b546da4abe498a3073523af149d599df4a0

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.224316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.667366Z digest=sha256:9305950b452398c49d2cc5b32948029e29cddbcce22212b64ed4a14acc087c28

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.215743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.669621Z digest=sha256:e63617eccce0d4b13a849041a183a1f6df89b737ce3610274fc0ebe5372a8b9d

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.206998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.672128Z digest=sha256:3e3ab511d241355d7cea856fc929e85b032604f6e7079a3ce842c4632cd5c299

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.198195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.674429Z digest=sha256:79e5e83ad9b3c071341cbc9961b4f74022b9aad299b427d610439d67bbb6a6b8

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
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.188791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.677178Z digest=sha256:7016af800d3c3188adbd3082016e94af15213a1514a442bdf25bc5b48b5affa7

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:19:41.179726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.679602Z digest=sha256:1d42acaaf7b1ad256f3f543c13ee32ff411311d1e5c5f995783c819afdb79305

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.681871Z digest=sha256:234263ef801936c1530d83873c1880f0d37a608a06cef9196c41972a546069db

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.684058Z digest=sha256:527b640da9ba103962df1c0e1c3a00251336017bd14fab5a786a561a29e7d395

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.686255Z digest=sha256:d3a8559c0e885edda1e709e597fcba8eb6c07fda02335b1a7975ebafd866a3b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.688951Z digest=sha256:0c4d46321c3222feea68b27acbbd032409a00dd9eff54c23a9a589a163d1791d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.691479Z digest=sha256:e092f950457b1da20eefd1fc958bb0ad09d4756a8546fed0a1a39743c8e9c58e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.693978Z digest=sha256:f0feea02a2efc31117f6d1a22b688c78254686249d268df63a4d2e1865ca9066

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.696734Z digest=sha256:9ce1652ad78e3bb053ec8112fad78f55c0e9fdc060b747643062315d70e4b0fe

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.698987Z digest=sha256:a13fafd22f112dc8124de2c7954072cb8db680f6f04cab7d62b51e7029b5ca4e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.701316Z digest=sha256:15ceba3c6becfa379dd84d691efec7c7f404927e5cedab9e781f5a93d490fe7b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.703549Z digest=sha256:5e8672dcf2f6c71a4796714216161067281554a6bdab21e86e7ee6b53d8e4c29

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.705965Z digest=sha256:ac3aac677e390af0ba8a08aa9a5931e875796eaf5bb7b57fbba14b39b5eca3e1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.708556Z digest=sha256:50eba7e8a436f807d6646db41ee3d0d3c8dcbb811ee283b087119eec8d96fbdb

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=sha256:27eba9a9f709f4bd7c01fa0c6163b0f97159b6ce934616fc34f1d970f5d90bd2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.713824Z digest=sha256:02a3dbbbcc1712fe100ac23d82ca328839b0542ce06eb465d79b4ffbdd86e993

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.716112Z digest=sha256:17ee0a288cfe3508036f373458026e560862de4fd00d8f237cf9f485a05f91c7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.719003Z digest=sha256:88169720d87f3fcc00c88015691a362652551f897dcc22ed9bbaeda532215c2b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.721744Z digest=sha256:70c9b9d6ae14fbda3998276c3cf0e0aa5c910a1337273882dc7816307713d2e9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.724351Z digest=sha256:8c8aabbb845c8688cd807917d703af82572b9f263cb2ff2a90284e14c14cf21d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.727296Z digest=sha256:869858136813e29a75c9256b2876309269dfde4582e72e40d44fa2e2afd10334

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.730385Z digest=sha256:62eae17ca4ba4ee5254c87e640e97acff9d7756bb2b65c63183d10d8e3abf9d0

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.733336Z digest=sha256:3585893d372375bda730bf5f33dc43badb9db762b6a84a233c5e492719f17f8c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.735447Z digest=sha256:ff1316591355c76c5b10a84616707670247d249cd85e635206c53b7dceb23410

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=sha256:8d5e8dc66352da499d4b855bdd385cfdca1c1503a342c30eabdeec3b8ec9139e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.740756Z digest=sha256:91ad291e38f79673d2afcbf0134613d1ce41cfe153c963f019688cdd7a96766f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.743177Z digest=sha256:ec10f1c6e8b59cf035ec3f80387289a507c5e207fa1ca51828b57c8c34f7c710

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.745413Z digest=sha256:8f48c1c8b1647957033388c7a699e5fbe3b2af0579ea629aa9715c086642c15d

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=sha256:30b326fbfd37667a2d2e7741f8beb432566385832adbdf18071d06e9e0d6a156

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=sha256:6359d8ac208a54548b4768bba706b1e4c618e3186cbff88dc3f632008470e606

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.754892Z digest=sha256:c6701bba8012fc052d02e26f8e45a13b82e099fdea5465067e601a5e422666ec

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:f640a99078c6740a783141790d5118afa9c1db565420d4ab08f92bfbf3a3a7ea

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.759812Z digest=sha256:ef428a3ae4f480bfd3a28ce3d7059af08fd3c2d479aaf0b5285409a6cc5ca556

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.765517Z digest=sha256:b3e05a0623d95d78c656e3f6f12cb7baab5cfdf87fc1117d87b33e1f342d2a5c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.768527Z digest=sha256:4a9bc631e3b51b311459aad87f1abc5555a604e1e834cc2c7d2a96cb3d7ebf81

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.772471Z digest=sha256:40cc70e1c4a55b96e9f7d57d17b2cf30ad7910c768a5a682b5003a492bf50281

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.775496Z digest=sha256:24a1004a7b377b5673e7512098c4ba5c7f21bd4595e736dd6f5dc64e051b5425

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.778711Z digest=sha256:fed0680d761b320131a93421f350aad20aa88b1d3d8e2ddd4c911583484490b7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.782226Z digest=sha256:022b9be2fc291117be1927b27541b776ed0560fc825449ef13b68f57f1edf9bf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.785404Z digest=sha256:8f5424e4545f5765dbab8862acfa0bc7a1659265f2e249f8f1d95fd9b25081f7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.788799Z digest=sha256:6a3d59ff06d6eee7fba05553cef8e27e98d43f5df75d0c6bccb17eee69ea12e9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.791727Z digest=sha256:fdef7d68b3076930552c165b52557db71942742b9b388fef0b3a59064a75c28d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.794901Z digest=sha256:709cc5c3f2487607348057701e4ae66b245b9356f5279f223e0ebd576b7455a5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.797231Z digest=sha256:fa47b8c8d31fcc8a4cbdb7663bd49d1617959436e8467b2c2243a04f78343e5e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:19:40.762587Z digest=sha256:0bc841a270c664175617010a715b6538ac87247cd37892818fa2984d46c22726

Pith citing papers

No inbound Pith citation observations are available.