Paper Citation Record · LEDGER

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination

As of 17 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2509.09602.

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

pith.paper-citation-record.v1
2509.09602 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:09:12.530812Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

27 of 27 outbound references displayed

verified exact3
verified fuzzy16
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b878c88-5ab2-4ba0-b00e-d53b51ea472a · outbound

This paper cites Extracting cause of death from verbal autopsy with deep learning interpretable methods.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Extracting cause of death from verbal autopsy with deep learning interpretable methods

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.862957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 41aacc9d-2c6f-4687-86d4-1a7fa9f98872 · outbound

This paper cites Strengthening standardised interpretation of verbal autopsy data: the new interva-4 tool.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Strengthening standardised interpretation of verbal autopsy data: the new interva-4 tool

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.850371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 005efe7b-a982-4237-9a66-3fc0256f6689 · outbound

This paper cites Leveraging Language Models and Machine Learning in Verbal Autopsy Analysis.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Leveraging Language Models and Machine Learning in Verbal Autopsy Analysis

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:09:12.630176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e007eb98-f7ce-463e-ae46-4801fe0cc364 · outbound

This paper cites Regularized bayesian transfer learning for population-level etiological distributions.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Regularized bayesian transfer learning for population-level etiological distributions

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.838561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 30410a75-9f5d-43ed-95c4-0398d196542f · outbound

This paper cites Cvxpy: A python-embedded modeling language for convex optimization.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Cvxpy: A python-embedded modeling language for convex optimization

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.438082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bbb67bb-4003-4881-93a2-70d054bce02d · outbound

This paper cites Farag, Jeffrey P.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Farag, Jeffrey P

Reference 6

Resolution: verified exact; doi, observed 2026-08-15T16:09:12.577993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0bbd77cb-5b50-4a5d-b023-c20f5f0f6c5c · outbound

This paper cites Generalized bayes quantification learning under dataset shift.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Generalized bayes quantification learning under dataset shift

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.818768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dc598363-f46a-4e19-bf78-6836f2c30840 · outbound

This paper cites Correcting for verbal autopsy misclassification bias in cause-specific mortality estimates.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Correcting for verbal autopsy misclassification bias in cause-specific mortality estimates

Reference 8

Resolution: verified exact; doi, observed 2026-08-15T16:09:12.565341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 82d280bb-8a2c-4ba7-89a6-183e9ff4bcbb · outbound

This paper cites Multi-cause calibration of verbal autopsy--based cause-specific mortality estimates of children and neonates in mozambique.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Multi-cause calibration of verbal autopsy--based cause-specific mortality estimates of children and neonates in mozambique

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.808216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 271db933-4b24-4141-8cce-1e3300465985 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.456138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42db16fd-88a1-4051-8fcd-b34f6763a85b · outbound

This paper cites Performance of the tariff method for assigning causes of death from verbal autopsy: validation study using clinical diagnostic gold standards.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Performance of the tariff method for assigning causes of death from verbal autopsy: validation study using clinical diagnostic gold standards

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.797912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 164df848-0542-434b-b796-3ebb1985c458 · outbound

This paper cites Dspy: Compiling declarative language model calls into state-of-the-art pipelines.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Dspy: Compiling declarative language model calls into state-of-the-art pipelines

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.464666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 322702a5-4730-495d-8118-7571c586da9f · outbound

This paper cites Bayesian analysis of verbal autopsy data using factor models with age-and sex-dependent associations between symptoms.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Bayesian analysis of verbal autopsy data using factor models with age-and sex-dependent associations between symptoms

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.777300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b4d8b10-b594-405c-a03d-0c59b08d5b3a · outbound

This paper cites Bayesian nested latent class models for cause-of-death assignment using verbal autopsies across multiple domains.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Bayesian nested latent class models for cause-of-death assignment using verbal autopsies across multiple domains

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.763419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9fe578dd-3780-4a7b-9e67-576f1e3d8b27 · outbound

This paper cites Countrywide mortality surveillance for action in mozambique: results from a national sample-based vital statistics system for mortality and cause of death.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Countrywide mortality surveillance for action in mozambique: results from a national sample-based vital statistics system for mortality and cause of death

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.750089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3ebe63ea-21db-4df6-8f39-c70f291f9b80 · outbound

This paper cites Improving cause-of-death classification from verbal autopsy reports.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Improving cause-of-death classification from verbal autopsy reports

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.737479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6e7d3770-994e-4313-923f-a2bfb7485cf6 · outbound

This paper cites Multi-step transfer learning in natural language processing for the health domain.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Multi-step transfer learning in natural language processing for the health domain

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.726294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ee5d16ce-19a9-4104-8fd5-40cf35f61d56 · outbound

This paper cites Probabilistic cause-of-death assignment using verbal autopsies.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Probabilistic cause-of-death assignment using verbal autopsies

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.492361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6aa6012-9f0e-4c44-988d-efd48b281197 · outbound

This paper cites Population health metrics research consortium gold standard verbal autopsy validation study: design, implementation, and development of analysis datasets.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Population health metrics research consortium gold standard verbal autopsy validation study: design, implementation, and development of analysis datasets

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.708503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c8bb5672-4d2e-4c26-a6da-017cbcbd5a00 · outbound

This paper cites Robust metrics for assessing the performance of different verbal autopsy cause assignment methods in validation studies.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Robust metrics for assessing the performance of different verbal autopsy cause assignment methods in validation studies

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.696464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7ae11b2b-085c-43c5-b6e5-dc956700869b · outbound

This paper cites Using verbal autopsy to measure causes of death: the comparative performance of existing methods.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Using verbal autopsy to measure causes of death: the comparative performance of existing methods

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.509015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60498fa1-2431-4621-9271-9b2fb8afb2a6 · outbound

This paper cites Modeling structure and country-specific heterogeneity in misclassification matrices of verbal autopsy-based cause of death classifiers.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Modeling structure and country-specific heterogeneity in misclassification matrices of verbal autopsy-based cause of death classifiers

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.675157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1dc26f94-f85e-4836-b3d7-16392935b45f · outbound

This paper cites Toward expert-level medical question answering with large language models.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Toward expert-level medical question answering with large language models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.515980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08ebd968-1697-4d2e-83ff-3c215f9ea0ec · outbound

This paper cites Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.519527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3561c495-750c-4eed-95a9-d18bcba274ad · outbound

This paper cites Text embeddings --- voyage ai documentation.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Text embeddings --- voyage ai documentation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.656614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 58b49a68-708a-4833-9721-af8967a27a83 · outbound

This paper cites Bayesian active questionnaire design for cause-of-death assignment using verbal autopsies.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Bayesian active questionnaire design for cause-of-death assignment using verbal autopsies

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:09:12.642988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dfa03b3e-8d6f-4f32-8456-60e5d7556117 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

LAVA: Language Model Assisted Verbal Autopsy for Cause-of-Death Determination Fine-Tuning Language Models from Human Preferences

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:09:12.530812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.