Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:23:27.514286Z
Paper Citation Record · LEDGER
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies
As of 14 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2507.22943.
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 2026-08-14T06:32:32.682623+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
28 of 28 outbound references displayed
- verified exact16
- verified fuzzy6
- unresolved3
- parse uncertain0
- malformed identifier2
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 553fd205-a540-4b8d-9d2b-a80788154ed8 · outbound
This paper cites Food and Drug Administration: Framework for FDA's Real-World Evidence Pro- gram.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Food and Drug Administration: Framework for FDA's Real-World Evidence Pro- gram
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T14:23:32.018461Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f9193119-f554-4e11-a86d-56fafebb7b31 · outbound
This paper cites General Principles on Plan, Design and Analysis of Pharmacoepidemiological Stud- ies That Utilize Real-World Data for Safety Assessment of Medicines.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies General Principles on Plan, Design and Analysis of Pharmacoepidemiological Stud- ies That Utilize Real-World Data for Safety Assessment of Medicines
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T14:23:31.843939Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2c275971-3922-4aa6-9d0d-9c54edaa95c7 · outbound
This paper cites The FDA's sentinel initiative--A comprehen- sive approach to medical product surveillance.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies The FDA's sentinel initiative--A comprehen- sive approach to medical product surveillance
Reference 3
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:30.380042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 00495835-6d0a-46f8-9718-851ebe4cf214 · outbound
This paper cites Proposed Guidance Document: Study Protocols That Use Real-world Data.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Proposed Guidance Document: Study Protocols That Use Real-world Data
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T14:23:31.671557Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7dae75a9-d928-426c-a0df-a53b4fdca530 · outbound
This paper cites Quantitative Bias Analysis in Regula- tory Settings - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Quantitative Bias Analysis in Regula- tory Settings - PubMed
Reference 5
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-06T14:23:30.993697Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 68de40e4-2a5e-4fcd-95b3-7088ea0a0d7d · outbound
This paper cites an unresolved cited work.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Unresolved cited work
Reference 6
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:30.181996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9fe5dca5-487d-45fd-af2c-91150feec73b · outbound
This paper cites Natural language processing - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Natural language processing - PubMed
Reference 7
- Resolution
- verified exact
- raw_fallback, observed 2026-08-06T14:23:30.659419Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e99544ba-0c52-4e5f-832c-4b4abeaeb005 · outbound
This paper cites Using natural language processing to improve ef- ficiency of manual chart abstraction in research: the case of breast cancer recurrence - Pub- Med.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Using natural language processing to improve ef- ficiency of manual chart abstraction in research: the case of breast cancer recurrence - Pub- Med
Reference 8
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:30.066242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3a29387d-0046-44f0-81c9-0733f9655d71 · outbound
This paper cites Adaptive Validation Design: A Bayesian Ap- proach to Validation Substudy Design With Prospective Data Collection - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Adaptive Validation Design: A Bayesian Ap- proach to Validation Substudy Design With Prospective Data Collection - PubMed
Reference 9
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:29.924180Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ecb08bb3-ec3a-4458-ad41-fdac2167a57a · outbound
This paper cites A method and knowledge base for automated in- ference of patient problems from structured data in an electronic medical record - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies A method and knowledge base for automated in- ference of patient problems from structured data in an electronic medical record - PubMed
Reference 10
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:29.754459Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 91202216-3460-49a4-9718-8d38344fad47 · outbound
This paper cites A systematic re- view of validated suicide outcome classification in observational studies - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies A systematic re- view of validated suicide outcome classification in observational studies - PubMed
Reference 11
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:29.617900Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 55874a2e-ea4a-4fae-bf5d-61449b3f9d75 · outbound
This paper cites Extreme obesity is associated with suicidal behavior and suicide attempts in adults: results of a population-based representative sample - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Extreme obesity is associated with suicidal behavior and suicide attempts in adults: results of a population-based representative sample - PubMed
Reference 12
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:29.433910Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d51741f3-1688-413b-bf0f-5a1fbec50bf1 · outbound
This paper cites Associations of obesity with psychiatric disor- ders and suicidal behaviors in a nationally representative sample - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Associations of obesity with psychiatric disor- ders and suicidal behaviors in a nationally representative sample - PubMed
Reference 13
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:29.249095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2964023f-2959-437a-bb4f-f8bf10d1c98e · outbound
This paper cites The FDA Sentinel Real World Evidence Data Enterprise (RWE‐DE).
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies The FDA Sentinel Real World Evidence Data Enterprise (RWE‐DE)
Reference 14
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:29.116048Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 53dde960-8cab-480f-8733-18ab24abf083 · outbound
This paper cites Accessed December 17, 2024, Browse Sentinel Documentation / Sentinel Routine Querying Tool Documentation - Sentinel Version Control System.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Accessed December 17, 2024, Browse Sentinel Documentation / Sentinel Routine Querying Tool Documentation - Sentinel Version Control System
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T14:23:31.543486Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 70a4c0ec-67c3-45c6-ab86-219bd4d75e41 · outbound
This paper cites Graph-based Model of Smart Grid Architectures.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Graph-based Model of Smart Grid Architectures
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T14:23:26.116881Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 358d9668-ac41-4cda-bb90-e250fae6e253 · outbound
This paper cites Adaptive multi-wave sampling for efficient chart validation.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Adaptive multi-wave sampling for efficient chart validation
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T14:23:28.983006Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2fbf2c70-f520-4048-97a7-da933be25463 · outbound
This paper cites PyQt5 - Comprehensive Python Bindings for Qt v5.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies PyQt5 - Comprehensive Python Bindings for Qt v5
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T14:23:31.310441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 05cb2545-7368-4124-99b2-b1fa3d44cff7 · outbound
This paper cites A Coefficient of Agreement for Nominal Scales.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies A Coefficient of Agreement for Nominal Scales
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T14:23:26.566516Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63b3c4d9-f135-41e1-ba6a-55b93e675f8e · outbound
This paper cites Weighted Chi Square: an Extension of the Kappa Method.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Weighted Chi Square: an Extension of the Kappa Method
Reference 20
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:28.803293Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation adbb0029-45a6-452d-a50d-a3109ece7a1e · outbound
This paper cites Weighted kappa: Nominal scale agreement provision for scaled disagreement or partial credit.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Weighted kappa: Nominal scale agreement provision for scaled disagreement or partial credit
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T14:23:26.762046Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea0bfbe1-e492-4cbd-89fe-43ab72cfecff · outbound
This paper cites Accessed April 14, 2025, 2025.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Accessed April 14, 2025, 2025
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T14:23:31.148452Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b2745328-1946-4064-9cbc-64e716be8ef0 · outbound
This paper cites A primer on quantita- tive bias analysis with positive predictive values in research using electronic health data.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies A primer on quantita- tive bias analysis with positive predictive values in research using electronic health data
Reference 23
- Resolution
- malformed identifier
- doi_truncated, observed 2026-08-06T14:23:28.654657Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 54fe4db8-f89a-4a95-a94d-6e8077e3e1f7 · outbound
This paper cites Challenges to Classifying Suicidal Ideations, Communications, and Be- haviours.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Challenges to Classifying Suicidal Ideations, Communications, and Be- haviours
Reference 24
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:28.524909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 7b86cf8c-0931-4c48-909e-02cb29658715 · outbound
This paper cites Validation to correct for outcome misclassification bias.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Validation to correct for outcome misclassification bias
Reference 25
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:28.358193Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3edbd974-d997-4e37-81f6-66672dea921d · outbound
This paper cites doi:10.1007/978-3-030- 82673-4.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies doi:10.1007/978-3-030- 82673-4
Reference 26
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-06T14:23:27.173587Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80f34475-2273-4439-9e15-54fd1dd1dcb8 · outbound
This paper cites Common misconceptions about validation studies - Pub- Med.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Common misconceptions about validation studies - Pub- Med
Reference 27
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:28.121470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation ae78d560-26fa-462d-9e9f-cc1c6fbadf6b · outbound
This paper cites Use of the positive predictive value to correct for disease misclas- sification in epidemiologic studies - PubMed.
A chart review process aided by natural language processing and multi-wave adaptive sampling to expedite validation of code-based algorithms for large database studies Use of the positive predictive value to correct for disease misclas- sification in epidemiologic studies - PubMed
Reference 28
- Resolution
- verified exact
- doi, observed 2026-08-06T14:23:27.805993Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
No inbound Pith citation observations are available.