---
title: "Issues, ethics and legal aspects — papers — Elamur Research"
description: "Issues, ethics and legal aspects: 4 papers of the Elamur Research library, the most cited first — our summary of each, its ideas, references…"
canonical: "https://research.elamur.ai/free/en/shelves/nursing/issues-ethics-and-legal-aspects/"
---
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# 🩹 Issues, ethics and legal aspects

4 papers · the most cited first · [all shelves](https://md.research.elamur.ai/free/en/shelves/)

Issues, ethics and legal aspects is a subfield of Nursing in the OpenAlex classification of science. The topics most of its papers here are on: «Nursing Diagnosis and Documentation».

## Papers (4)

1. [**Overview of the MEDIQA-SYNUR 2026 Shared Task on Observation Extraction from Nurse Dictations**George Michalopoulos, Jean-Philippe Corbeil, Cari Bader, et al.*2026 · 9 citations*](https://md.research.elamur.ai/free/en/papers/michalopoulos-2026-overview-mediqa-synur-2026-shared/)
2. [**Gladiator at MEDIQA-SYNUR 2026: Contextual Clinical Extraction: Integrating Foundation Models with Domain-Specific Validation Rules**Siva Satyanarayana Raju Pusapati, Ankit Singh*2026 · 1 citation*](https://md.research.elamur.ai/free/en/papers/pusapati-2026-gladiator-mediqa-synur-2026-contextual/)
3. [**HSE NLP TEAM at MEDIQA-SYNUR 2026: Consensus Adjudication Ensemble (ACE): Balancing Precision and Recall for Schema-Bystander Clinical Extraction**Airat A. Valiev*2026 · 1 citation*](https://md.research.elamur.ai/free/en/papers/valiev-2026-hse-nlp-team-mediqa-synur/)
4. [**Smart_solutions at MEDIQA-SYNUR 2026: A Multi-Stage LLM Pipeline for Nursing Observation Extraction**Prateek Munjal*2026 · 1 citation*](https://md.research.elamur.ai/free/en/papers/munjal-2026-smart-solutions-mediqa-synur-2026/)

Updated 31 October 2026

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