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Task-Specific Transformer-Based Language Models in Health Care: Scoping Review

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-3-030-53352-6_14openalex-snapshot

Extracting Structured Data from Physician-Patient Conversations by Predicting Noteworthy Utterances

inferredcites →https://doi.org/10.1007/978-3-030-77211-6_12openalex-snapshot

Transformers for Multi-label Classification of Medical Text: An Empirical Comparison

inferredcites →https://doi.org/10.1007/978-3-030-85896-4_20openalex-snapshot

EMBERT: A Pre-trained Language Model for Chinese Medical Text Mining

inferredcites →https://doi.org/10.1007/978-3-031-10986-7_30openalex-snapshot

SPBERTQA: A Two-Stage Question Answering System Based on Sentence Transformers for Medical Texts

inferredcites →https://doi.org/10.1007/s10994-021-05964-1openalex-snapshot

F*: an interpretable transformation of the F-measure

inferredcites →https://doi.org/10.1007/s12553-022-00639-wopenalex-snapshot

Semantic interoperability in health records standards: a systematic literature review

inferredcites →https://doi.org/10.1007/s42979-022-01295-7openalex-snapshot

Enhancing Cross-lingual Biomedical Concept Normalization Using Deep Neural Network Pretrained Language Models

inferredcites →https://doi.org/10.1016/b978-0-12-819043-2.00003-4openalex-snapshot

Natural Language Processing, Sentiment Analysis, and Clinical Analytics

inferredcites →https://doi.org/10.1016/j.artmed.2015.03.006openalex-snapshot

Sentiment analysis in medical settings: New opportunities and challenges

inferredcites →https://doi.org/10.1016/j.bspc.2022.104503openalex-snapshot

A novel medical text classification model with Kalman filter for clinical decision making

inferredcites →https://doi.org/10.1016/j.eswa.2020.114155openalex-snapshot

Sentiment analysis and its applications in fighting COVID-19 and infectious diseases: A systematic review

inferredcites →https://doi.org/10.1016/j.ijmedinf.2021.104431openalex-snapshot

Use of standardized terminologies in clinical practice: A scoping review

inferredcites →https://doi.org/10.1016/j.jbi.2014.06.009openalex-snapshot

Text summarization in the biomedical domain: A systematic review of recent research

inferredcites →https://doi.org/10.1016/j.jbi.2015.07.010openalex-snapshot

Challenges in clinical natural language processing for automated disorder normalization

inferredcites →https://doi.org/10.1016/j.jbi.2020.103396openalex-snapshot

Evaluating sentence representations for biomedical text: Methods and experimental results

inferredcites →https://doi.org/10.1016/j.jbi.2021.103982openalex-snapshot

AMMU: A survey of transformer-based biomedical pretrained language models

inferredcites →https://doi.org/10.1016/j.knosys.2020.105964openalex-snapshot

Biomedical-domain pre-trained language model for extractive summarization

inferredcites →https://doi.org/10.1016/j.media.2023.102802openalex-snapshot

Transformers in medical imaging: A survey

inferredcites →https://doi.org/10.1016/j.mlwa.2022.100403openalex-snapshot

Improving text classification with transformers and layer normalization

inferredcites →https://doi.org/10.1016/j.neucom.2022.09.136openalex-snapshot

A survey of transformer-based multimodal pre-trained modals

inferredcites →https://doi.org/10.1016/j.patrec.2023.02.016openalex-snapshot

Transformer-based language models for mental health issues: A survey

inferredcites →https://doi.org/10.1016/j.tacc.2021.02.007openalex-snapshot

Natural language processing in medicine: A review

inferredcites →https://doi.org/10.1038/s41467-023-43715-zopenalex-snapshot

TransformEHR: transformer-based encoder-decoder generative model to enhance prediction of disease outcomes using electronic health records

inferredcites →https://doi.org/10.1038/s41524-022-00784-wopenalex-snapshot

MatSciBERT: A materials domain language model for text mining and information extraction

inferredcites →https://doi.org/10.1038/s41586-023-06291-2openalex-snapshot

Large language models encode clinical knowledge

inferredcites →https://doi.org/10.1038/s41598-020-62922-yopenalex-snapshot

BEHRT: Transformer for Electronic Health Records

inferredcites →https://doi.org/10.1038/s41598-022-17806-8openalex-snapshot

A pre-trained BERT for Korean medical natural language processing

inferredcites →https://doi.org/10.1038/s41598-023-29213-8openalex-snapshot

Knowledge grounded medical dialogue generation using augmented graphs

inferredcites →https://doi.org/10.1038/s41598-023-30355-yopenalex-snapshot

Named entity recognition for Chinese based on global pointer and adversarial training

inferredcites →https://doi.org/10.1038/s41598-024-80165-zopenalex-snapshot

Medical language model specialized in extracting cardiac knowledge

inferredcites →https://doi.org/10.1038/s41746-021-00455-yopenalex-snapshot

Med-BERT: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction

inferredcites →https://doi.org/10.1038/s41746-022-00560-6openalex-snapshot

Health-focused conversational agents in person-centered care: a review of apps

inferredcites →https://doi.org/10.1055/s-0038-1641200openalex-snapshot

Terminology Services: Standard Terminologies to Control Health Vocabulary

inferredcites →https://doi.org/10.1093/bib/bbac409openalex-snapshot

BioGPT: generative pre-trained transformer for biomedical text generation and mining

inferredcites →https://doi.org/10.1093/bioadv/vbad001openalex-snapshot

Applications of transformer-based language models in bioinformatics: a survey

inferredcites →https://doi.org/10.1093/bioinformatics/btab083openalex-snapshot

DNABERT: pre-trained Bidirectional Encoder Representations from Transformers model for DNA-language in genome

inferredcites →https://doi.org/10.1093/bioinformatics/btab702openalex-snapshot

BioVAE: a pre-trained latent variable language model for biomedical text mining

inferredcites →https://doi.org/10.1093/bioinformatics/btz682openalex-snapshot

BioBERT: a pre-trained biomedical language representation model for biomedical text mining

inferredcites →https://doi.org/10.1093/jamia/ocae045openalex-snapshot

PMC-LLaMA: toward building open-source language models for medicine

inferredcites →https://doi.org/10.1093/jamiaopen/ooac087openalex-snapshot

Critical assessment of transformer-based AI models for German clinical notes

inferredcites →https://doi.org/10.1097/apo.0000000000000469openalex-snapshot

Promoting Transparency and Standardization in Ophthalmologic Artificial Intelligence: A Call for Artificial Intelligence Model Card

inferredcites →https://doi.org/10.1109/access.2020.3012595openalex-snapshot

COVID-19 Sensing: Negative Sentiment Analysis on Social Media in China via BERT Model

inferredcites →https://doi.org/10.1109/access.2022.3192866openalex-snapshot

Named Entity Recognition for Chinese Electronic Medical Records Based on Multitask and Transfer Learning

inferredcites →https://doi.org/10.1109/access.2022.3212767openalex-snapshot

Neural Architecture Search for Transformers: A Survey

inferredcites →https://doi.org/10.1109/access.2024.3428918openalex-snapshot

MediGPT: Exploring Potentials of Conventional and Large Language Models on Medical Data

inferredcites →https://doi.org/10.1109/bibm52615.2021.9669469openalex-snapshot

PsychBERT: A Mental Health Language Model for Social Media Mental Health Behavioral Analysis

inferredcites →https://doi.org/10.1109/cbms58004.2023.00247openalex-snapshot

CardioBERTpt: Transformer-based Models for Cardiology Language Representation in Portuguese

inferredcites →https://doi.org/10.1109/icassp49357.2023.10095697openalex-snapshot

Terminology-Aware Medical Dialogue Generation

inferredcites →https://doi.org/10.1109/icbase53849.2021.00133openalex-snapshot

Reduce the medical burden: An automatic medical triage system using text classification BERT based on Transformer structure

inferredcites →https://doi.org/10.1109/ichi48887.2020.9374312openalex-snapshot

A Pre-trained Clinical Language Model for Acute Kidney Injury

inferredcites →https://doi.org/10.1109/iciea.2018.8398172openalex-snapshot

A review of the application of natural language processing in clinical medicine

inferredcites →https://doi.org/10.1109/icraie51050.2020.9358301openalex-snapshot

Sentiment Analysis on COVID-19 Twitter Data

inferredcites →https://doi.org/10.1109/ijcnn52387.2021.9533884openalex-snapshot

BioALBERT: A Simple and Effective Pre-trained Language Model for Biomedical Named Entity Recognition

inferredcites →https://doi.org/10.1109/isbi48211.2021.9434063openalex-snapshot

MMBERT: Multimodal BERT Pretraining for Improved Medical VQA

inferredcites →https://doi.org/10.1109/jbhi.2021.3062322openalex-snapshot

Limitations of Transformers on Clinical Text Classification

inferredcites →https://doi.org/10.1109/jbhi.2021.3112130openalex-snapshot

Exploiting ICD Hierarchy for Classification of EHRs in Spanish Through Multi-Task Transformers

inferredcites →https://doi.org/10.1109/rbme.2022.3210270openalex-snapshot

Natural Language Processing for Smart Healthcare

inferredcites →https://doi.org/10.1109/siu53274.2021.9477847openalex-snapshot

Turkish Medical Text Classification Using BERT

inferredcites →https://doi.org/10.1109/tcss.2021.3051189openalex-snapshot

COVIDSenti: A Large-Scale Benchmark Twitter Data Set for COVID-19 Sentiment Analysis

inferredcites →https://doi.org/10.1109/tii.2021.3131180openalex-snapshot

Med-BERT: A Pretraining Framework for Medical Records Named Entity Recognition

inferredcites →https://doi.org/10.1109/tmm.2021.3132724openalex-snapshot

ChestXRayBERT: A Pretrained Language Model for Chest Radiology Report Summarization

inferredcites →https://doi.org/10.1136/bmjhci-2020-100262openalex-snapshot

Applying natural language processing and machine learning techniques to patient experience feedback: a systematic review

inferredcites →https://doi.org/10.1145/3458754openalex-snapshot

Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing

inferredcites →https://doi.org/10.1145/3505244openalex-snapshot

Transformers in Vision: A Survey

inferredcites →https://doi.org/10.1145/3534678.3542674openalex-snapshot

Medical Dialogue Response Generation with Pivotal Information Recalling

inferredcites →https://doi.org/10.1145/3560071.3560086openalex-snapshot

Named Entity Recognition in Electronic Medical Records Based on Transfer Learning

inferredcites →https://doi.org/10.1145/3570773.3570782openalex-snapshot

Standardization of clinical terminology based on hybrid recall and Ernie

inferredcites →https://doi.org/10.1148/ryai.210258openalex-snapshot

RadBERT: Adapting Transformer-based Language Models to Radiology

inferredcites →https://doi.org/10.1155/2021/2489754openalex-snapshot

Research on Named Entity Recognition of Electronic Medical Records Based on RoBERTa and Radical‐Level Feature

inferredcites →https://doi.org/10.1155/2021/5294627openalex-snapshot

MKA: A Scalable Medical Knowledge-Assisted Mechanism for Generative Models on Medical Conversation Tasks

inferredcites →https://doi.org/10.1155/2021/6658520openalex-snapshot

Multi-Self-Attention for Aspect Category Detection and Biomedical Multilabel Text Classification with BERT

inferredcites →https://doi.org/10.1155/2022/7893775openalex-snapshot

A Novel Text Mining Approach for Mental Health Prediction Using Bi-LSTM and BERT Model

inferredcites →https://doi.org/10.1162/tacl_a_00534openalex-snapshot

OPAL: Ontology-Aware Pretrained Language Model for End-to-End Task-Oriented Dialogue

inferredcites →https://doi.org/10.11817/j.issn.1672-7347.2022.220376openalex-snapshot

Survey on natural language processing in medical image analysis.

inferredcites →https://doi.org/10.1186/s12911-017-0468-7openalex-snapshot

Entity recognition from clinical texts via recurrent neural network

inferredcites →https://doi.org/10.1186/s12911-020-1121-4openalex-snapshot

Modelling clinical experience data as an evidence for patient-oriented decision support

inferredcites →https://doi.org/10.1186/s12911-021-01394-0openalex-snapshot

Text classification models for the automatic detection of nonmedical prescription medication use from social media

inferredcites →https://doi.org/10.1186/s12911-021-01533-7openalex-snapshot

A systematic review of natural language processing applied to radiology reports

inferredcites →https://doi.org/10.1186/s12911-022-01829-2openalex-snapshot

When BERT meets Bilbo: a learning curve analysis of pretrained language model on disease classification

inferredcites →https://doi.org/10.1287/ijds.2022.0016openalex-snapshot

HeBERT and HebEMO: A Hebrew BERT Model and a Tool for Polarity Analysis and Emotion Recognition

inferredcites →https://doi.org/10.1371/journal.pdig.0000152openalex-snapshot

Large-scale application of named entity recognition to biomedicine and epidemiology

inferredcites →https://doi.org/10.1371/journal.pone.0255615openalex-snapshot

COVID-19 sentiment analysis via deep learning during the rise of novel cases

inferredcites →https://doi.org/10.15439/2020f20openalex-snapshot

Overview of the Transformer-based Models for NLP Tasks

inferredcites →https://doi.org/10.18653/v1/2020.acl-demos.30openalex-snapshot

DIALOGPT : Large-Scale Generative Pre-training for Conversational Response Generation

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.645openalex-snapshot

CamemBERT: a Tasty French Language Model

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.740openalex-snapshot

Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks

inferredcites →https://doi.org/10.18653/v1/2020.coling-main.58openalex-snapshot

TIMBERT: Toponym Identifier For The Medical Domain Based on BERT

inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.379openalex-snapshot

BioMegatron: Larger Biomedical Domain Language Model

inferredcites →https://doi.org/10.18653/v1/2020.findings-emnlp.152openalex-snapshot

TopicBERT for Energy Efficient Document Classification

inferredcites →https://doi.org/10.18653/v1/2021.acl-long.457openalex-snapshot

SMedBERT: A Knowledge-Enhanced Pre-trained Language Model with Structured Semantics for Medical Text Mining

inferredcites →https://doi.org/10.18653/v1/2021.naacl-main.139openalex-snapshot

UmlsBERT: Clinical Domain Knowledge Augmentation of Contextual Embeddings Using the Unified Medical Language System Metathesaurus

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.15openalex-snapshot

Discriminative Marginalized Probabilistic Neural Method for Multi-Document Summarization of Medical Literature

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.544openalex-snapshot

CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark

inferredcites →https://doi.org/10.18653/v1/2022.acl-long.551openalex-snapshot

LinkBERT: Pretraining Language Models with Document Links

inferredcites →https://doi.org/10.18653/v1/2022.bionlp-1.9openalex-snapshot

BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model

inferredcites →https://doi.org/10.18653/v1/2022.findings-emnlpopenalex-snapshot

Findings of the Association for Computational Linguistics: EMNLP 2022

inferredcites →https://doi.org/10.18653/v1/2023.clinicalnlp-1.35openalex-snapshot

UMLS-KGI-BERT: Data-Centric Knowledge Integration in Transformers for Biomedical Entity Recognition

inferredcites →https://doi.org/10.18653/v1/2023.findings-acl.82openalex-snapshot

The Diminishing Returns of Masked Language Models to Science

inferredcites →https://doi.org/10.18653/v1/d19-1371openalex-snapshot

SciBERT: A Pretrained Language Model for Scientific Text

inferredcites →https://doi.org/10.18653/v1/w19-1909openalex-snapshot

Publicly Available Clinical

inferredcites →https://doi.org/10.18653/v1/w19-5006openalex-snapshot

Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets

inferredcites →https://doi.org/10.21203/rs.3.rs-103477/v1openalex-snapshot

A Pre-Training Technique to Localize Medical BERT and to Enhance Biomedical BERT

inferredcites →https://doi.org/10.2196/14830openalex-snapshot

Fine-Tuning Bidirectional Encoder Representations From Transformers (BERT)–Based Models on Large-Scale Electronic Health Record Notes: An Empirical Study

inferredcites →https://doi.org/10.2196/17787openalex-snapshot

Modified Bidirectional Encoder Representations From Transformers Extractive Summarization Model for Hospital Information Systems Based on Character-Level Tokens (AlphaBERT): Development and Performance Evaluation

inferredcites →https://doi.org/10.2196/22590openalex-snapshot

Social Network Analysis of COVID-19 Sentiments: Application of Artificial Intelligence

inferredcites →https://doi.org/10.2196/27210openalex-snapshot

A Question-and-Answer System to Extract Data From Free-Text Oncological Pathology Reports (CancerBERT Network): Development Study

inferredcites →https://doi.org/10.2196/27850openalex-snapshot

Chatbot for Health Care and Oncology Applications Using Artificial Intelligence and Machine Learning: Systematic Review

inferredcites →https://doi.org/10.2196/32903openalex-snapshot

Strategies to Address the Lack of Labeled Data for Supervised Machine Learning Training With Electronic Health Records: Case Study for the Extraction of Symptoms From Clinical Notes

inferredcites →https://doi.org/10.2196/34834openalex-snapshot

Pretrained Transformer Language Models Versus Pretrained Word Embeddings for the Detection of Accurate Health Information on Arabic Social Media: Comparative Study

inferredcites →https://doi.org/10.2196/39077openalex-snapshot

German Medical Named Entity Recognition Model and Data Set Creation Using Machine Translation and Word Alignment: Algorithm Development and Validation

inferredcites →https://doi.org/10.24963/ijcai.2019/825openalex-snapshot

Pre-training of Graph Augmented Transformers for Medication Recommendation

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Statistical Methods for Handling Nondetected Results in Food Chemical Monitoring Data to Improve Food Risk Assessments

inferredcites →https://doi.org/10.3233/shti210195openalex-snapshot

DeIDNER Corpus: Annotation of Clinical Discharge Summary Notes for Named Entity Recognition Using BRAT Tool

inferredcites →https://doi.org/10.3389/fpubh.2022.880207openalex-snapshot

“Not by Our Feeling, But by Other's Seeing”: Sentiment Analysis Technique in Cardiology—An Exploratory Review

inferredcites →https://doi.org/10.3389/frai.2023.1023281openalex-snapshot

COVID-Twitter-BERT: A natural language processing model to analyse COVID-19 content on Twitter

inferredcites →https://doi.org/10.3390/app11010216openalex-snapshot

Introducing Sentiment Analysis of Textual Reviews in a Multi-Criteria Decision Aid System

inferredcites →https://doi.org/10.3390/app11188319openalex-snapshot

A Survey on Recent Named Entity Recognition and Relationship Extraction Techniques on Clinical Texts

inferredcites →https://doi.org/10.3390/app11209653openalex-snapshot

BIBC: A Chinese Named Entity Recognition Model for Diabetes Research

inferredcites →https://doi.org/10.3390/app112210694openalex-snapshot

Fine-Grained Sentiment Analysis of Arabic COVID-19 Tweets Using BERT-Based Transformers and Dynamically Weighted Loss Function

inferredcites →https://doi.org/10.3390/app112311251openalex-snapshot

DATLMedQA: A Data Augmentation and Transfer Learning Based Solution for Medical Question Answering

inferredcites →https://doi.org/10.3390/app12031316openalex-snapshot

Transformer-Based Graph Convolutional Network for Sentiment Analysis

inferredcites →https://doi.org/10.3390/electronics11081282openalex-snapshot

An RG-FLAT-CRF Model for Named Entity Recognition of Chinese Electronic Clinical Records

inferredcites →https://doi.org/10.4018/ijossp.2021070103openalex-snapshot

redBERT

inferredcites →https://doi.org/10.48550/arxiv.2205.06885openalex-snapshot

PathologyBERT -- Pre-trained Vs. A New Transformer Language Model for Pathology Domain

inferredcites →https://doi.org/10.48550/arxiv.2406.19526openalex-snapshot

TocBERT: Medical Document Structure Extraction Using Bidirectional Transformers

inferredcites →https://doi.org/10.5120/ijca2019918469openalex-snapshot

Named Entity Recognition in Biomedical Domain: A Survey

inferredcites →https://doi.org/10.5815/ijitcs.2015.08.07openalex-snapshot

A Systematic Review of Natural Language Processing in Healthcare

inferredcites →https://doi.org/10.7717/peerj-cs.1888openalex-snapshot

exKidneyBERT: a language model for kidney transplant pathology reports and the crucial role of extended vocabularies

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Self-Logical Consistency Assessment of Large Language Models for Patient Feedback Classification : Algorithm Development and Validation Study

inferred← citeshttps://doi.org/10.1109/access.2026.3718543openalex-snapshot

GenoGraphNet: Pathway-Level Genomic Reasoning With Clinical Language Alignment for Idiopathic Male Infertility Prediction

inferred← citeshttps://doi.org/10.1109/dicta68720.2025.11302457openalex-snapshot

Intelligent Prescription Digitization: Leveraging Multi-Engine OCR and Deep Contextual NLP for Reliable Medical Data Structuring

inferred← citeshttps://doi.org/10.1109/icaiqsa67794.2025.11440614openalex-snapshot

Disambiguation of Clinical Abbreviations in EHRs Using Fine-Tuned Biomedical BERT

inferred← citeshttps://doi.org/10.1109/iccica67008.2025.11337320openalex-snapshot

Conversational Summarization and Response Generation Using Transformer-based Language Models

inferred← citeshttps://doi.org/10.1109/iccrtee64519.2025.11053067openalex-snapshot

SAHAYAK AI: A Next-Gen AI-Powered Intelligent Healthcare Management System for Enhanced Diagnosis and Hospital Efficiency

inferred← citeshttps://doi.org/10.1109/icctwc68241.2026.11583228openalex-snapshot

Integration of TrOCR, Deep Neural Networks, T5 Summarization, and Distilbert for Intelligent Medical Report Analysis, Disease Prediction, and Specialist Recommendation

inferred← citeshttps://doi.org/10.1109/iccubea69821.2026.11701874openalex-snapshot

Intellireport Cyber: a Unified Framework for Multimodal Cybercrime Categorization and Severity Assessment

inferred← citeshttps://doi.org/10.1109/icecte69292.2026.11429254openalex-snapshot

Transformer-Based Models for Student Mental Health Detection: A Comparative Study of BERT, RoBERTa and Gemma

inferred← citeshttps://doi.org/10.1109/ichi69079.2026.00059openalex-snapshot

When PCOS Meets Eating Disorders: An Explainable AI Approach to Detecting the Hidden Triple Burden

inferred← citeshttps://doi.org/10.1109/icmcsi67283.2026.11412553openalex-snapshot

Hybrid Transformer-Driven Healthcare: BERT—T5 Model for Precision Diagnosis and Adaptive Care Recommendations

inferred← citeshttps://doi.org/10.1109/icoei65986.2025.11013777openalex-snapshot

AI-Powered NLP Systems for Differential Diagnosis: Improving COPD Exacerbation Detection

inferred← citeshttps://doi.org/10.1109/icrteect67512.2025.11448631openalex-snapshot

Transformer-Based Adverse Event Detection in Oncology Clinical Trials: A Text Mining Approach

inferred← citeshttps://doi.org/10.1109/icscds65426.2025.11167486openalex-snapshot

Using Natural Language Processing to Classify Free-text Laboratory Results into Standardized Diagnostic Categories

inferred← citeshttps://doi.org/10.1109/rcsm67767.2025.11507684openalex-snapshot

AIML-Based Accounting of Physical Constraints: Transformer Optimization for Biomedical PhC Systems

inferred← citeshttps://doi.org/10.1109/sita67914.2025.11273502openalex-snapshot

Fake Review Detection on Online Platforms Using Machine Learning: A Comparative Study

inferred← citeshttps://doi.org/10.1109/tce.2026.3672115openalex-snapshot

Multi-Modal Fusion of IoT and EHR Data Using Transformer Networks for Holistic Patient in Consumer-Centric Digital Twins

inferred← citeshttps://doi.org/10.1109/urtc68753.2025.11533083openalex-snapshot

Leveraging Large Language Models to Predict Long-Term Language Outcomes in Late Talkers

inferred← citeshttps://doi.org/10.1145/3695053.3731032openalex-snapshot

In-Storage Acceleration of Retrieval Augmented Generation as a Service

inferred← citeshttps://doi.org/10.1145/3721201.3725440openalex-snapshot

Approximate Knowledge Graphs: Privacy-Preserving Healthcare Data Synthesis via LLM-Driven approximation

inferred← citeshttps://doi.org/10.1177/03009858261461761openalex-snapshot

Applying artificial intelligence to automate clinical data extraction from veterinary electronic health records: A practical guidance and comparative scoping review

inferred← citeshttps://doi.org/10.1186/s12913-026-14010-6openalex-snapshot

Understanding psychiatrist readiness for AI: a study of access, self-efficacy, trust, and design expectations

inferred← citeshttps://doi.org/10.20517/ais.2024.104openalex-snapshot

Machine learning and artificial intelligence for predicting short and long-term complications following metabolic bariatric surgery - a systematic review

inferred← citeshttps://doi.org/10.21203/rs.3.rs-9087634/v1openalex-snapshot

Extracting Non-Taxonomic and Ternary Relations from Patient-Generated Texts for Semantic Interoperability

inferred← citeshttps://doi.org/10.21203/rs.3.rs-9109054/v1openalex-snapshot

Robust Conversational Framework for Pharmaceutical Monitoring and Domestic Delivery Utilizing Generative AI and FHIR APIs

inferred← citeshttps://doi.org/10.21203/rs.3.rs-9602153/v1openalex-snapshot

Biomedical Entity Characterization to Optimize Named Entity Recognition

inferred← citeshttps://doi.org/10.2196/73941openalex-snapshot

Application of Large Language Models in Complex Clinical Cases: Cross-Sectional Evaluation Study

inferred← citeshttps://doi.org/10.2196/78681openalex-snapshot

Evaluating Encoder and Decoder Models for Extended Clinical Concept Recognition in Japanese Clinical Texts: Comparative Study With Weighted Soft Matching

inferred← citeshttps://doi.org/10.2196/85255openalex-snapshot

Predicting Laboratory Test Ordering in Emergency Departments Using Integrated Structured and Unstructured Electronic Health Records: Machine Learning Study

inferred← citeshttps://doi.org/10.2196/90870openalex-snapshot

Automated Brief Hospital Course Summarization in Cardiac Surgery Using a Lightweight Large Language Model–Based Framework: Development and Evaluation Study on the Medical Information Mart for Intensive Care-IV

inferred← citeshttps://doi.org/10.2196/94666openalex-snapshot

Large Language Models in Rubric-Based Scoring of Students’ Clinical Summary Statements: Experimental Comparative Study on Test–Retest Reliability and Concordance with Human Experts (Preprint)

inferred← citeshttps://doi.org/10.2196/99655openalex-snapshot

Monitoring Canada's Healthcare Polycrisis Through News Headline Analysis: An Infodemiology Study (Preprint)

inferred← citeshttps://doi.org/10.29296/25877305-2026-05-08openalex-snapshot

Transforming the role of a doctor in the age of artificial intelligence: gains versus losses

inferred← citeshttps://doi.org/10.32604/cmc.2025.063726openalex-snapshot

Transformers for Multi-Modal Image Analysis in Healthcare

inferred← citeshttps://doi.org/10.3389/frai.2025.1521886openalex-snapshot

Deep learning architectures for influenza dynamics and treatment optimization: a comprehensive review

inferred← citeshttps://doi.org/10.3389/frai.2026.1810552openalex-snapshot

Sentiment trajectory modeling in mental health discussions via transformer-based analysis

inferred← citeshttps://doi.org/10.3390/diagnostics16121817openalex-snapshot

An Artificial Intelligence-Based Detection of Comorbid Depression, Anxiety, and Substance Use Disorder in Korean Counseling Dialogues Using an Explainable Hierarchical Attention Network with Shapley Additive Explanations

inferred← citeshttps://doi.org/10.3390/electronics14203987openalex-snapshot

Detecting Shifts in Public Discourse from Offline to Online Using Deep Learning

inferred← citeshttps://doi.org/10.3390/healthcare14081027openalex-snapshot

How Different Medical Practices Are Associated with Types of Patient Complaints in Russian Clinics

inferred← citeshttps://doi.org/10.35234/fumbd.1727903openalex-snapshot

Transformer Mimarisi Üzerine Kapsamlı Bir İnceleme: Teorik Temeller, Yapısal Özellikler ve Klinik Bir Uygulama

inferred← citeshttps://doi.org/10.4018/979-8-2600-0981-9.ch006openalex-snapshot

Natural Language Processing for Smarter Healthcare

inferred← citeshttps://doi.org/10.4018/979-8-3373-2038-0.ch004openalex-snapshot

Regulating the Rise of Transformers in Global Healthcare

inferred← citeshttps://doi.org/10.46670/jsst.2025.34.5.498openalex-snapshot

Advances in Healthcare IoT Devices for AI Driven Clinical Decision Supporting System for Emergency Medicine

inferred← citeshttps://doi.org/10.5753/sbqs.2025.13598openalex-snapshot

Analysis of Contributions at a Software Institute through the Introduction of a Pre-Trained Model for Requirements Classification

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