Paper Citation Record · LEDGER

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers

As of 12 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2502.15722.

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

pith.paper-citation-record.v1
2502.15722 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T11:48:21.917821Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

14 of 14 outbound references displayed

verified exact3
verified fuzzy7
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1cec2392-ef91-4469-955d-d1601eacbb15 · outbound

This paper cites Utilization of drug information resources among community pharmacists in Jordan: A cross-sectional study.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Utilization of drug information resources among community pharmacists in Jordan: A cross-sectional study

Reference 1

Resolution: verified exact; doi, observed 2026-08-10T11:48:22.023607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0c8a7831-bc86-4ce4-b922-32ebcc611c58 · outbound

This paper cites Utilization of drug information services in selected tertiary hospitals in Enugu state, Nigeria.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Utilization of drug information services in selected tertiary hospitals in Enugu state, Nigeria

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:48:22.616477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3def6135-8362-4161-8180-66ea0073ed53 · outbound

This paper cites an unresolved cited work.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T11:48:22.534699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 12aa25e4-f2e2-468b-a20a-9a3653eab45b · outbound

This paper cites Chatbots in Academia: A Retrieval - Augmented Generation Approach for Improved Efficient Information Access,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Chatbots in Academia: A Retrieval - Augmented Generation Approach for Improved Efficient Information Access,

Reference 4

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T11:48:22.254477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 23f19636-ff1f-41c3-8ebc-de07fbc20e91 · outbound

This paper cites an unresolved cited work.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T11:48:22.447726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 74b60326-8eef-46c5-bc22-e22423b06dd4 · outbound

This paper cites A Study on the Implementation of Generative AI Services Using an Enterprise Data-Based LLM Application Architecture.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers A Study on the Implementation of Generative AI Services Using an Enterprise Data-Based LLM Application Architecture

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-10T11:48:21.991754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7c708d81-770d-4063-a8b2-472af3e7cef0 · outbound

This paper cites Enhancing Multilingual Information Retrieval in Mixed Human Resources Environments: A RAG Model Implementation for Multicultural Enterprise.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Enhancing Multilingual Information Retrieval in Mixed Human Resources Environments: A RAG Model Implementation for Multicultural Enterprise

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T11:48:21.850668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be56bf1b-06c8-4753-8156-e3dcb368c01b · outbound

This paper cites Opportunities and challenges for ChatGPT and large language models in biomedicine and health,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Opportunities and challenges for ChatGPT and large language models in biomedicine and health,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:48:22.408323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 85e4af05-8165-402b-b8bf-e8c8bc40fb42 · outbound

This paper cites BioGPT: Generative pre -trained transformer for biomedical text generation and mining,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers BioGPT: Generative pre -trained transformer for biomedical text generation and mining,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T11:48:21.868692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe40ad47-d397-4ed1-af49-d378d008e1db · outbound

This paper cites EMDEX: The Essential Medicines Index,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers EMDEX: The Essential Medicines Index,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:48:22.386271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 143a82b0-1d4b-40a8-b0f0-0cb11b6dd50b · outbound

This paper cites Prompt Artisan,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Prompt Artisan,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:48:22.364369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 556fd905-95bd-463c-8ed6-0ad419c1a729 · outbound

This paper cites The Prompt Report: A Systematic Survey of Prompting Techniques,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers The Prompt Report: A Systematic Survey of Prompting Techniques,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:48:22.324334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0e222002-5d9a-4d52-8b42-74bc07447f94 · outbound

This paper cites Sentence -BERT: Sentence Embeddings using Siamese BERT-Networks,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Sentence -BERT: Sentence Embeddings using Siamese BERT-Networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:48:22.305175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9c99fb7f-79dd-4efd-b26e-0ef299092f71 · outbound

This paper cites Advantage Health Africa,.

Open-Source Retrieval Augmented Generation Framework for Retrieving Accurate Medication Insights from Formularies for African Healthcare Workers Advantage Health Africa,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:48:22.278890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.