Practice Management

Latest AI and machine learning research in practice management for healthcare professionals.

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A Two-Stage Pipeline for Linking Clinical Notes to SNOMED CT.

Extracting clinically useful information from free-text notes remains challenging due to their unstructured nature, while medical coding is still only partially automated. We present a two-stage pipeline for linking spans in clinical notes to Systematized Nomenclature of Medicine-Clinical Terminology (SNOMED CT) that combines fine-tuned sequence labeling with retrieval-augmented concept selection....

May 21 2026 42174981

Transforming Annotated Clinical Narratives into Pruned Interoperable Knowledge Graphs with SNOMED CT.

INTRODUCTION: Clinical narratives are difficult to process due to unstructured text, abbreviations, and jargon, which limit semantic interoperability. Converting them into knowledge graphs (KGs) and pruning SNOMED CT enables focused, interoperable representations without losing essential information. METHODS: KGs were built from the n2c2 2019 dataset using SNOMED CT and UMLS to model concept relat...

May 21 2026 42175021
Language Models for Automatic Clinical Coding in Veterinary Texts: Experimental Results.

We evaluated six medium-sized generative models (Autoregressive Transformers and a Diffusion Language Model) on automated veterinary ICD-11 coding. Ge...

May 21 2026 42175033
Assisting Traceable Coding of Unstructured Text for Secondary Use.

This work's objective is to support secondary use of unstructured clinical text data in research. We introduce a REDCap-integrated tool that enables s...

May 21 2026 42175102
Context-Free Grammar-Guided Generation of FHIR Resources Using Large Language Models.

Large Language Models (LLMs) have shown remarkable capabilities in medical information extraction and data transformation tasks. However, their unstru...

May 21 2026 42175392
DeepSeek vs ChatGPT vs Claude: benchmarking large language models for clinical diagnosis using a novel ICD-10-CM-based evaluation framework.

BACKGROUND: Large language models have shown potential for supporting clinical reasoning, but their performance in open-ended diagnostic tasks remains...

May 21 2026 42168963
Experimental and Computational Approaches to Identify Noncoding Pathogenic Variation in Rare Disease.

Noncoding variants occur within noncoding genes as well as within the regulatory nontranslated regions of protein-coding genes. It is important to be ...

May 21 2026 42166680
Content matters, context matters: unraveling behavior dynamics in an online health community for tobacco cessation.

OBJECTIVES: The objective of this research was to examine the content and context-specific information diffusion patterns underlying communication per...

May 20 2026 42181702
Disease and Health Surveillance in Companion Animals Using Artificial Intelligence and Machine Learning.

Companion animal disease surveillance now benefits from collated databases of electronic health records and artificial intelligence. This review exami...

May 20 2026 42161756
Nanomedicine carrier-based combined antitumor strategy integrating phototherapy and immunotherapy.

INTRODUCTION: The combination of phototherapy (PTT/PDT) and immunotherapy holds promise for cancer treatment but is hindered by poor spatiotemporal co...

May 19 2026 42153947
[Artificial intelligence in daily urological care: results of the AI barometer].

BACKGROUND: Urological care in Germany is undergoing transformation, while novel technologies with artificial intelligence (AI) have the potential to ...

May 19 2026 42154022
Determinants of Medical Help-Seeking Behavior Following Case Finding of Early Cognitive Impairment: Semistructured Interview Study of Patients and Caregivers.

BACKGROUND: Timely medical follow-up after a diagnosis of cognitive impairment, such as mild cognitive impairment (MCI) or dementia, is imperative for...

May 19 2026 42155113
Early Risk Stratification for Mechanical Ventilation in Acute Ischemic Stroke: Development and Validation of a Simplified Clinical Score.

Background and PurposeMechanical ventilation (MV) occurs in a substantial subset of acute ischemic stroke (AIS) hospitalizations and is associated wit...

May 16 2026 42141950
Unveiling the gap in heart failure: a Brazilian Unified Health System study.

BACKGROUND: Heart failure (HF) decompensation is the leading cause of hospitalisations in developed countries and the third most common cause in Brazi...

May 15 2026 42138265
Multilevel Determinants of Engagement in Lifelong Learning in Orthodontics From Formal to AI-Supported Approaches: Development of a Conceptual Framework Through a Qualitative Study.

BACKGROUND: Lifelong learning (LLL) is increasingly important for health care professionals, particularly within the field of orthodontics, driven by ...

May 14 2026 42133877
Explainable AI in hospital clinical decision support systems: A scoping review of healthcare professionals' perspectives.

Explainable Artificial Intelligence (XAI) has the potential to enhance clinical decision support (CDS) systems however, it remains unclear how XAI sys...

May 14 2026 42133735
Interpretable machine learning for predicting in-hospital mortality in COPD ICU patients: a rigorous validation across time and geography.

BACKGROUND: Chronic obstructive pulmonary disease (COPD) is a common reason for admission to the intensive care unit (ICU), where accurate risk strati...

May 12 2026 42121158
Experiences and Perceived Influence of the Artificial Intelligence-Based Health Education Accurately Linking System (AI-HEALS) on Health Behaviors Among Patients With Type 2 Diabetes: Qualitative Study.

BACKGROUND: The management of type 2 diabetes requires sustained self-management across diet, physical activity, medication adherence, and blood gluco...

May 12 2026 42118150
What do clinicians edit in ambient AI-drafted clinical documentation? A qualitative content analysis.

OBJECTIVE: Ambient artificial intelligence (AI) documentation is increasingly used to draft clinical notes from patient-provider conversations, but ho...

May 12 2026 42118974
Associations of Red Blood Cell Distribution Width-Derived Indicators and Their Longitudinal Dynamic Trajectories With Mortality Risk in Critically Ill Patients With Pulmonary Hypertension.

Red blood cell distribution width (RDW)-derived indicators have increasingly been recognized as biomarkers reflecting systemic inflammation and hemato...

May 11 2026 42125633
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