Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:19:40.797231Z
Paper Citation Record · LEDGER
Voice-based AI Agents: Filling the Economic Gaps in Digital Health Delivery
As of 7 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
76 of 76 outbound references displayed
- verified exact0
- verified fuzzy65
- unresolved11
- parse uncertain0
- malformed identifier0
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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
- 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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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.
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.
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 2026-08-07T06:34:17.273281+00:00.
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.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
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 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.