Paper Citation Record · LEDGER

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance

As of 11 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2606.17113.

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

pith.paper-citation-record.v1
2606.17113 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T03:28:49.217006Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

16 of 16 outbound references displayed

verified exact2
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cc9ba3b7-ad94-4b31-9b39-5318cf295152 · outbound

This paper cites an unresolved cited work.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 443b406a-1131-461d-8d37-f76c8d57886e · outbound

This paper cites XGBoost: A Scalable Tree Boosting System.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance XGBoost: A Scalable Tree Boosting System

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9622b2f-797b-4085-b3ac-d5b415b652f8 · outbound

This paper cites Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a659223-6a4f-4a1e-8d22-8ad75da03fdd · outbound

This paper cites Causal inference, 2010.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Causal inference, 2010

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a23bb2c-01a2-4110-866e-fd69e88c57ae · outbound

This paper cites Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:58:47.486244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f85866aa-ed86-46a8-afd5-ad0f890bd16f · outbound

This paper cites ALBERT: A Lite BERT for Self-supervised Learning of Language Representations, 2020.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance ALBERT: A Lite BERT for Self-supervised Learning of Language Representations, 2020

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0757d36-1a53-4182-b93e-8794f2873377 · outbound

This paper cites The Impact of LoRA Adapters on LLMs for Clinical Text Classification Under Computational and Data Constraints.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance The Impact of LoRA Adapters on LLMs for Clinical Text Classification Under Computational and Data Constraints

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86628674-d2ce-4505-9d2a-6cc42f4b2417 · outbound

This paper cites Biobert: a pre-trained biomedical language representation model for biomedical text mining.Bioinformatics, 36(4):1234–1240, 2020.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Biobert: a pre-trained biomedical language representation model for biomedical text mining.Bioinformatics, 36(4):1234–1240, 2020

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11509936-a6f4-4e4c-a42b-2e4f5a59e408 · outbound

This paper cites Causal Inference in Statistics: An Overview.Statistics Surveys, 3:96–146, 01 2009.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Causal Inference in Statistics: An Overview.Statistics Surveys, 3:96–146, 01 2009

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8b8d589-1605-4e49-aa85-305619e2c49c · outbound

This paper cites Estimating Expected Calibration Errors.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Estimating Expected Calibration Errors

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2273ccdd-75ab-4e8f-8af2-5a8905ff9920 · outbound

This paper cites an unresolved cited work.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2a73a73-4877-4bb0-a6e7-fb60d401e92e · outbound

This paper cites InferBERT: A Transformer-Based Causal Inference Framework for Enhancing Pharmacovigilance.Frontiers in Artificial Intelligence, Volume 4 - 2021, 2021.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance InferBERT: A Transformer-Based Causal Inference Framework for Enhancing Pharmacovigilance.Frontiers in Artificial Intelligence, Volume 4 - 2021, 2021

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e5ea9c3-c890-42c4-9dbf-6cc9a0cdce7f · outbound

This paper cites TransTab:LearningTransferableTabularTransformersAcrossTables.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance TransTab:LearningTransferableTabularTransformersAcrossTables

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9710c899-b322-43c0-a55b-63aabd08bdcb · outbound

This paper cites Pharmacovigilance: ensuring the safe use of medicines.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Pharmacovigilance: ensuring the safe use of medicines

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3af80da-90eb-420b-9405-2640d51280da · outbound

This paper cites Me LLaMA: Foundation Large Language Models for Medical Applications.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Me LLaMA: Foundation Large Language Models for Medical Applications

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:58:47.488970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 497a5f1f-20d7-4df5-bf5d-995ed44d7719 · outbound

This paper cites Machine learning in causal inference: application in pharmacovigilance.Drug Safety, 45(5):459–476, 2022.

The Critical Role of Model Selection in Causal Inference: A Comparative Analysis of Classification Models within the InferBERT Framework for Pharmacovigilance Machine learning in causal inference: application in pharmacovigilance.Drug Safety, 45(5):459–476, 2022

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T03:28:49.217006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.