Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:04:40.479370Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2412.12538.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T14:04:40.479370Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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
69 of 69 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 24cb0844-4f0f-4f33-88ac-e376deb41b9b · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI The theory and practice of clinical decision-making
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A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Changes in rates of autopsy-detected diagnostic errors over time: a system- atic review
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A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Types and origins of diagnostic errors in primary care set- tings
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A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Diagnostic errors in hospital- ized adults who died or were transferred to intensive care
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A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Assessment of Diagnosis and Triage in Validated Case Vignettes Among Nonphysicians Before and After Internet Search
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A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI A random- ized controlled trial of online symptom search- ing to inform diagnosis
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Observation b9e3638c-97d2-44cd-b082-ae470adc139f · outbound
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Observation 710f9f8e-26f1-4c74-8006-ae30a1754088 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Should you search the Internet for information about your acute symptoms? Telemed J E Health
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Observation 26812fdd-1606-410f-940d-23c9b11de63f · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Internet health infor- mation seeking and the patient-physician re- lationship: A systematic review
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Observation 7ac2a869-aaa3-43c5-aed3-ff28b84368e7 · outbound
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Observation 0677d6de-eb3c-4943-9776-f1e3b46c6b3e · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Appropriateness of Arti- ficial Intelligence Chatbots in Diabetic Foot Ulcer Management
Reference 16
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Observation 0e96b7a4-f0fd-493d-b75b-a94fe8370b62 · outbound
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Reference 17
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Observation 1adc0dd6-87fe-4126-a0d9-62910ac2e6b9 · outbound
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Reference 19
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Observation bfcae6b5-20e5-4cca-ac0b-207424b6a651 · outbound
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Reference 21
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Observation 4c95b133-7b86-4826-87a4-16a4eecafb8c · outbound
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A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Un- derstanding Large Language Models
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Observation d36c5f61-8a73-4dc2-aac2-f6438fa5b52f · outbound
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Reference 24
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Observation 63de21ca-d0de-4e47-802b-bb9672b184bd · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI The future landscape of large language models in medicine
Reference 25
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Observation 2c842f2c-9b41-4f4f-bd19-ddc5520b0456 · outbound
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Reference 26
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Observation b2199485-1a10-40d2-b5be-8f795fdb9c57 · outbound
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Reference 27
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Observation 973b0ca4-e401-49b1-a226-45118b571cd2 · outbound
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Reference 28
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Observation 45618d10-1025-4240-a8fc-3c5c91b533ce · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Towards A Deep Learning Question-Answering Specialized Chat- bot for Objective Structured Clinical Examina- tions
Reference 29
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Observation eee6763d-a9a7-4a96-b747-5f7b5860f6db · outbound
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Reference 30
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Observation 6009bf80-7b92-460e-befd-e642cef508d7 · outbound
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Reference 31
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Observation f3dd1e13-c9d4-4190-acad-17172b358571 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Clinical decision making
Reference 32
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Observation cd1a6d0a-f91f-4474-92c8-55948f26e1c3 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI what is likely to happen
Reference 33
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Observation 4cdeaf97-e945-4485-ae67-293b005d7eaf · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Medicine information needs of patients: the relationships between informa- tion needs, diagnosis and disease
Reference 34
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Observation 055c057a-a950-4b3b-b5c8-5157b28a3483 · outbound
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Reference 35
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Reference 36
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Observation cbb24dad-af2e-4e96-a01a-b098e2982ea6 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Patients don’t present with five choices: an alternative to multiple-choice tests in assessing physicians’ competence
Reference 37
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Observation 427ff340-1fcf-4a46-ab3f-b30469d3df0e · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Am- bient artificial intelligence scribes to alle- viate the burden of clinical documentation
Reference 38
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Reference 39
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Observation a4e38aec-a69a-40bd-a72f-405d2fb075e3 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Accuracy of a gen- erative artificial intelligence model in a complex diagnostic challenge
Reference 40
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Observation ac571d2f-525a-4412-b11a-c5b6d97b8727 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI How accurate are digital symptom assessment apps for suggesting conditions and urgency advice? A clinical vignettes comparison to GPs
Reference 41
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Observation 8607e81f-2790-463a-b5f6-b2ac4f0f8a4e · outbound
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Reference 42
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Observation dc1a7390-d69a-4a3c-84b2-52debc65709a · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Com- paring physician and artificial intelligence chatbot responses to patient questions posted to a public social media forum
Reference 43
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Observation f9bc0552-4a5e-41fa-b6db-24522e539dee · outbound
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Reference 44
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Observation 42ee19b5-4fd1-46fa-81bb-10b7ac0b4fe9 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Towards Conversational Diagnostic AI
Reference 45
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Observation eac585b0-1750-446c-99a0-17a18ac866ca · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Large language models in medicine: the poten- tials and pitfalls: a narrative review
Reference 46
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Observation 5f5da1e5-7172-45a3-a460-8c78d823dfb2 · outbound
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Reference 47
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Observation e28c47c0-df78-4ce2-adea-e928c9996aae · outbound
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Reference 48
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Observation 1fd72fd9-a891-4ffc-8959-0e2569376031 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Ensuring Fairness in Machine Learning to Advance Health Equity
Reference 49
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Observation 71ffa10d-940d-47a3-bcfc-5518f65702ca · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Search Engines vs
Reference 51
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Observation 3e65d136-2643-455b-b15d-dfe849169df7 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI ‘Next please!’ Psychological and practical consequences of an inconclusive diag- Deep Bhatt, Surya Ayyagari and Anuruddh Mishra December 18, 2024 18 nosis
Reference 52
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Observation 1f4e2446-a7b0-4ea2-ac82-21b2e2f987fc · outbound
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Reference 53
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Observation 8fc3ad12-8057-4c48-9584-d398be62be0f · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Do case vignettes accurately reflect antibiotic prescription? Infection Control and Hospital Epidemiology
Reference 54
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Observation d1b77bf0-81f2-45be-ad9c-7b57ccee2e02 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Vignettes as research tools in global health communication: a systematic review of the literature from 2000 to 2020
Reference 55
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Observation 61ca9b53-730a-4e22-9894-649bab965f17 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Com- munication with Diverse Patients: Addressing Culture and Language.Pediatric Clinics of North America
Reference 56
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Observation f10f704b-4dcb-4bd1-81c8-b80571cdb8be · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Ex- ploring the role of communication barriers in healthcare
Reference 57
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Observation 13fc7ccf-d03d-46ff-8dfe-d5bdce8742a1 · outbound
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Reference 58
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Observation afa13638-9e6f-4261-a4a2-e3a7b152cbd3 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Do Patients Under- stand? The Permanente Journal
Reference 59
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Observation 77e81c7a-4a07-4266-a6a0-d7c1f371348d · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI The importance of the history and physical in diagnosis
Reference 60
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Observation cc12c55f-c654-457b-804b-74ee80c7d0d1 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI In- ternational variations in primary care physi- cian consultation time: a systematic review of 67 countries
Reference 61
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Observation 27b56a44-5d0b-4b90-b345-0f58e8bdf6e2 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Preva- lence of Occupational Burnout among Resident Doctors Working in Public Sector Hospitals in Mumbai
Reference 62
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Observation 6bc82e7e-c92e-472d-9ea2-31cb2cd2aded · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Eval- uating the Diagnostic Performance of Symp- tom Checkers: Clinical Vignette Study
Reference 63
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Observation 7e00d90b-862a-43e3-afe7-98cdfc837dd7 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI A systematic review of trustworthy and explainable artificial intelligence in healthcare: Assessment of quality, bias risk, and data fusion
Reference 64
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A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Evalu- ation framework to guide implementation of AI systems into healthcare settings
Reference 65
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Observation 10395d0f-4615-4990-8440-e90080a8797c · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI What Disease Does This Patient Have? A Large-Scale Open Domain Question Answering Dataset from Med- ical Exams
Reference 66
Source-reported events for the cited work
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Observation c97ad694-867e-4b4f-ae24-c05849296bf7 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI WHO and ITU establish benchmarking process for artificial intelligence in health
Reference 67
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Observation 16e4ab7d-9c36-4f4c-8d5d-f2f9a29d2148 · outbound
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Reference 173
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Observation 7a725f8e-d38d-46c4-ab46-fdd111b6205d · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Unresolved cited work
Reference 2014
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Observation e9b99c61-7c13-4c20-bc36-be9bf952e1a6 · outbound
A Scalable Approach to Benchmarking the In-Conversation Differential Diagnostic Accuracy of a Health AI Unresolved cited work
Reference 2024
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No inbound Pith citation observations are available.