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Applications of Large Language Models in Pathology

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1 of the 92 references listed on this page is in the Retraction Watch database as retracted (export 2026-11-11): 10.1016/j.heliyon.2024.e24289 (notice 2025-04-16).

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What this work says

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

inferredcites →https://doi.org/10.1001/jama.2024.0018openalex-snapshot
AI’s Threat to the Medical Profession
inferredcites →https://doi.org/10.1002/path.6232openalex-snapshot
Extracting structured information from unstructured histopathology reports using generative pre‐trained transformer 4 ( GPT ‐4)
inferredcites →https://doi.org/10.1007/s00405-023-08337-7openalex-snapshot
How ChatGPT works: a mini review
inferredcites →https://doi.org/10.1007/s00405-024-08476-5openalex-snapshot
Diagnosis of malignancy in oropharyngeal confocal laser endomicroscopy using GPT 4.0 with vision
inferredcites →https://doi.org/10.1007/s12070-023-03755-9openalex-snapshot
The Urgent Need for Healthcare Workforce Upskilling and Ethical Considerations in the Era of AI-Assisted Medicine
inferredcites →https://doi.org/10.1007/s12195-024-00793-3openalex-snapshot
Incorporation of ChatGPT and Other Large Language Models into a Graduate Level Computational Bioengineering Course
inferredcites →https://doi.org/10.1007/s41666-023-00157-yopenalex-snapshot
Contextual Word Embedding for Biomedical Knowledge Extraction: a Rapid Review and Case Study
inferredcites →https://doi.org/10.1016/j.acpath.2023.100099openalex-snapshot
ChatGPT 3.5 fails to write appropriate multiple choice practice exam questions
inferredcites →https://doi.org/10.1016/j.ajpath.2020.10.018openalex-snapshot
Challenges in the Development, Deployment, and Regulation of Artificial Intelligence in Anatomic Pathology
inferredcites →https://doi.org/10.1016/j.cmi.2023.11.002openalex-snapshot
Extracting symptoms from free-text responses using ChatGPT among COVID-19 cases in Hong Kong
inferredcites →https://doi.org/10.1016/j.ebiom.2022.104427openalex-snapshot
Computational pathology in 2030: a Delphi study forecasting the role of AI in pathology within the next decade
inferredcites →https://doi.org/10.1016/j.heliyon.2024.e24289openalex-snapshot
RETRACTED: The application and challenges of ChatGPT in educational transformation: New demands for teachers' roles
inferredcites →https://doi.org/10.1016/j.ijmedinf.2019.103985openalex-snapshot
Extracting comprehensive clinical information for breast cancer using deep learning methods
inferredcites →https://doi.org/10.1016/j.jpi.2022.100008openalex-snapshot
Neural Network Assisted Pathology Case Identification
inferredcites →https://doi.org/10.1016/j.jpi.2023.100338openalex-snapshot
Organizational preparedness for the use of large language models in pathology informatics
inferredcites →https://doi.org/10.1016/j.jpi.2023.100342openalex-snapshot
The ChatGPT conundrum: Human-generated scientific manuscripts misidentified as AI creations by AI text detection tool
inferredcites →https://doi.org/10.1016/j.media.2014.01.010openalex-snapshot
Weakly supervised histopathology cancer image segmentation and classification
inferredcites →https://doi.org/10.1016/j.resplu.2024.100584openalex-snapshot
Using generative artificial intelligence in bibliometric analysis: 10 years of research trends from the European Resuscitation Congresses
inferredcites →https://doi.org/10.1038/d41586-022-04383-zopenalex-snapshot
Are ChatGPT and AlphaCode going to replace programmers?
inferredcites →https://doi.org/10.1038/d41586-023-00056-7openalex-snapshot
Abstracts written by ChatGPT fool scientists
inferredcites →https://doi.org/10.1038/d41586-023-00107-zopenalex-snapshot
ChatGPT listed as author on research papers: many scientists disapprove
inferredcites →https://doi.org/10.1038/d41586-023-00500-8openalex-snapshot
How Nature readers are using ChatGPT
inferredcites →https://doi.org/10.1038/s41467-024-45914-8openalex-snapshot
Extracting accurate materials data from research papers with conversational language models and prompt engineering
inferredcites →https://doi.org/10.1038/s41467-024-53190-9openalex-snapshot
Generalizable and automated classification of TNM stage from pathology reports with external validation
inferredcites →https://doi.org/10.1038/s41746-023-00819-6openalex-snapshot
Comparing scientific abstracts generated by ChatGPT to real abstracts with detectors and blinded human reviewers
inferredcites →https://doi.org/10.1038/s41746-024-01029-4openalex-snapshot
Prompt engineering in consistency and reliability with the evidence-based guideline for LLMs
inferredcites →https://doi.org/10.1038/s43856-021-00008-0openalex-snapshot
A BERT model generates diagnostically relevant semantic embeddings from pathology synopses with active learning
inferredcites →https://doi.org/10.1053/j.gastro.2023.12.019openalex-snapshot
A Comparison of a Large Language Model vs Manual Chart Review for the Extraction of Data Elements From the Electronic Health Record
inferredcites →https://doi.org/10.1053/j.semdp.2023.02.006openalex-snapshot
AI in Pathology: What could possibly go wrong?
inferredcites →https://doi.org/10.1055/a-2264-5631openalex-snapshot
Improving the use of LLMs in radiology through prompt engineering: from precision prompts to zero-shot learning
inferredcites →https://doi.org/10.1056/aioa2400181openalex-snapshot
Retrieval-Augmented Generation–Enabled GPT-4 for Clinical Trial Screening
inferredcites →https://doi.org/10.1093/ajcp/aqad158openalex-snapshot
Evaluation of ChatGPT pathology knowledge using board-style questions
inferredcites →https://doi.org/10.1093/bjd/ljae040openalex-snapshot
Ethical considerations for artificial intelligence in dermatology: a scoping review
inferredcites →https://doi.org/10.1093/clinchem/hvad058openalex-snapshot
Assessing the Accuracy and Clinical Utility of ChatGPT in Laboratory Medicine
inferredcites →https://doi.org/10.1093/clinchem/hvad106openalex-snapshot
AI Chatbots in Clinical Laboratory Medicine: Foundations and Trends
inferredcites →https://doi.org/10.1093/jalm/jfad058openalex-snapshot
GPT-4 Underperforms Experts in Detecting IV Fluid Contamination
inferredcites →https://doi.org/10.1093/jamia/ocaa149openalex-snapshot
Using informatics to improve cancer surveillance
inferredcites →https://doi.org/10.1097/gox.0000000000005471openalex-snapshot
Can AI Think Like a Plastic Surgeon? Evaluating GPT-4’s Clinical Judgment in Reconstructive Procedures of the Upper Extremity
inferredcites →https://doi.org/10.1097/hep.0000000000000834openalex-snapshot
Development of a liver disease–specific large language model chat interface using retrieval-augmented generation
inferredcites →https://doi.org/10.1097/jcma.0000000000001071openalex-snapshot
ChatGPT’s innovative application in blood morphology recognition
inferredcites →https://doi.org/10.1097/pap.0000000000000406openalex-snapshot
Application of ChatGPT in Routine Diagnostic Pathology: Promises, Pitfalls, and Potential Future Directions
inferredcites →https://doi.org/10.1101/2023.08.03.23293618openalex-snapshot
Benchmark Pathology Report Text Corpus with Cancer Type Classification
inferredcites →https://doi.org/10.1101/2023.10.01.23296400openalex-snapshot
Evaluation of ChatGPT’s Pathology Knowledge using Board-Style Questions
inferredcites →https://doi.org/10.1101/2023.11.08.23298252openalex-snapshot
Development of a privacy preserving large language model for automated data extraction from thyroid cancer pathology reports
inferredcites →https://doi.org/10.1101/2024.02.07.24302444openalex-snapshot
Comparison of Prompt Engineering and Fine-Tuning Strategies in Large Language Models in the Classification of Clinical Notes
inferredcites →https://doi.org/10.1109/bigdata59044.2023.10386743openalex-snapshot
Multimodal Large Language Models: A Survey
inferredcites →https://doi.org/10.1109/jbhi.2021.3062322openalex-snapshot
Limitations of Transformers on Clinical Text Classification
inferredcites →https://doi.org/10.1111/his.15071openalex-snapshot
Why do errors arise in artificial intelligence diagnostic tools in histopathology and how can we minimize them?
inferredcites →https://doi.org/10.1111/pcn.13588openalex-snapshot
The now and future of ChatGPT and GPT in psychiatry
inferredcites →https://doi.org/10.1111/trf.17385openalex-snapshot
ChatGPT in transfusion medicine: A new frontier for patients?
inferredcites →https://doi.org/10.1111/trf.17526openalex-snapshot
Would doctors dream of electric blood bankers? Large language model‐based artificial intelligence performs well in many aspects of transfusion medicine
inferredcites →https://doi.org/10.1136/jcp-2023-209304openalex-snapshot
Accuracy of GPT-4 in histopathological image detection and classification of colorectal adenomas
inferredcites →https://doi.org/10.1145/3568813.3600139openalex-snapshot
Exploring the Responses of Large Language Models to Beginner Programmers’ Help Requests
inferredcites →https://doi.org/10.1186/s13000-023-01375-zopenalex-snapshot
Artificial intelligence in diagnostic pathology
inferredcites →https://doi.org/10.1186/s13000-024-01464-7openalex-snapshot
Challenges and barriers of using large language models (LLM) such as ChatGPT for diagnostic medicine with a focus on digital pathology – a recent scoping review
inferredcites →https://doi.org/10.12688/mep.19732.2openalex-snapshot
Accelerating medical education with ChatGPT: an implementation guide
inferredcites →https://doi.org/10.1609/aaai.v38i5.28308openalex-snapshot
PathAsst: A Generative Foundation AI Assistant towards Artificial General Intelligence of Pathology
inferredcites →https://doi.org/10.18653/v1/2023.findings-emnlp.337openalex-snapshot
CodeTransOcean: A Comprehensive Multilingual Benchmark for Code Translation
inferredcites →https://doi.org/10.18653/v1/d19-1410openalex-snapshot
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
inferredcites →https://doi.org/10.21203/rs.3.rs-3035772/v1openalex-snapshot
Improving Information Extraction from Pathology Reports using Named Entity Recognition
inferredcites →https://doi.org/10.21203/rs.3.rs-3914899/v1openalex-snapshot
A comparative study of zero-shot inference with large language models and supervised modeling in breast cancer pathology classification
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/10.2196/48145openalex-snapshot
OpenDeID Pipeline for Unstructured Electronic Health Record Text Notes Based on Rules and Transformers: Deidentification Algorithm Development and Validation Study
inferredcites →https://doi.org/10.2196/50174openalex-snapshot
ChatGPT in Medical Education: A Precursor for Automation Bias?
inferredcites →https://doi.org/10.2196/50638openalex-snapshot
Prompt Engineering as an Important Emerging Skill for Medical Professionals: Tutorial
inferredcites →https://doi.org/10.2196/50945openalex-snapshot
The Role of Large Language Models in Medical Education: Applications and Implications
inferredcites →https://doi.org/10.2196/51229openalex-snapshot
Comparisons of Quality, Correctness, and Similarity Between ChatGPT-Generated and Human-Written Abstracts for Basic Research: Cross-Sectional Study
inferredcites →https://doi.org/10.2196/51391openalex-snapshot
Learning to Make Rare and Complex Diagnoses With Generative AI Assistance: Qualitative Study of Popular Large Language Models
inferredcites →https://doi.org/10.24875/gmm.m23000811openalex-snapshot
ChatGPT: opportunities and risks in the fields of medical care, teaching, and research
inferredcites →https://doi.org/10.26635/6965.6122openalex-snapshot
The impact of AI and ChatGPT on research reporting
inferredcites →https://doi.org/10.3389/frai.2020.524339openalex-snapshot
Artificial Intelligence: A Clarification of Misconceptions, Myths and Desired Status
inferredcites →https://doi.org/10.3390/computers12080153openalex-snapshot
Impact of the Implementation of ChatGPT in Education: A Systematic Review
inferredcites →https://doi.org/10.3390/dermatopathology11010009openalex-snapshot
Skin and Syntax: Large Language Models in Dermatopathology
inferredcites →https://doi.org/10.3390/digital4010005openalex-snapshot
Effectiveness of ChatGPT in Coding: A Comparative Analysis of Popular Large Language Models
inferredcites →https://doi.org/10.3857/roj.2023.00633openalex-snapshot
Developing prompts from large language model for extracting clinical information from pathology and ultrasound reports in breast cancer
inferredcites →https://doi.org/10.4103/jpi.jpi_52_21openalex-snapshot
Comparison of machine-learning algorithms for the prediction of Current Procedural Terminology (CPT) codes from pathology reports
inferredcites →https://doi.org/10.4230/lipics.giscience.2023.43openalex-snapshot
Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics
inferredcites →https://doi.org/10.48550/arxiv.2103.00020openalex-snapshot
Learning Transferable Visual Models From Natural Language Supervision
inferredcites →https://doi.org/10.48550/arxiv.2202.03432openalex-snapshot
Inference of captions from histopathological patches
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.2212.14034openalex-snapshot
Cramming: Training a Language Model on a Single GPU in One Day
inferredcites →https://doi.org/10.52202/068431-1613openalex-snapshot
Large Language Models Are Zero-Shot Reasoners
inferredcites →https://doi.org/10.5858/arpa.2023-0296-oaopenalex-snapshot
Assessment of Pathology Domain-Specific Knowledge of ChatGPT and Comparison to Human Performance
inferredcites →https://doi.org/10.7717/peerj-cs.1593openalex-snapshot
Comparing neural sentence encoders for topic segmentation across domains: not your typical text similarity task
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
inferredcites →https://doi.org/10.7759/cureus.35237openalex-snapshot
Applicability of ChatGPT in Assisting to Solve Higher Order Problems in Pathology
inferredcites →https://doi.org/10.7759/cureus.37587openalex-snapshot
Synchronous Bilateral Breast Cancer: A Case Report Piloting and Evaluating the Implementation of the AI-Powered Large Language Model (LLM) ChatGPT
inferredcites →https://doi.org/10.7759/cureus.37589openalex-snapshot
Evaluation of ChatGPT's Capabilities in Medical Report Generation
inferredcites →https://doi.org/10.7759/cureus.39238openalex-snapshot
High Rates of Fabricated and Inaccurate References in ChatGPT-Generated Medical Content
inferredcites →https://doi.org/10.7759/cureus.40135openalex-snapshot
Radiology Gets Chatty: The ChatGPT Saga Unfolds
inferredcites →https://doi.org/10.7759/cureus.43861openalex-snapshot
Large Language Models in Hematology Case Solving: A Comparative Study of ChatGPT-3.5, Google Bard, and Microsoft Bing
inferredcites →https://doi.org/10.7759/cureus.50629openalex-snapshot
ChatGPT Performance in Diagnostic Clinical Microbiology Laboratory-Oriented Case Scenarios

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/ase.70209openalex-snapshot
Enhancing AI 's ability to interpret histological images with prompt engineering: An evaluation of GPT ‐4o performance
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inferred← citeshttps://doi.org/10.1007/s12020-024-04066-xopenalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s12105-026-01929-9openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/b978-0-443-40383-5.00005-4openalex-snapshot
Large language models utilizing digital pathology workflows: Impact on pathology practice
inferred← citeshttps://doi.org/10.1016/b978-0-443-40383-5.00013-3openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.acra.2024.11.053openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.anndiagpath.2026.152677openalex-snapshot
On the current clinical applicability of artificial intelligence in pathology: An evidence-informed clinical readiness review
inferred← citeshttps://doi.org/10.1016/j.annpat.2025.12.011openalex-snapshot
Étude des performances des agents conversationnels dans l’interprétation des descriptions textuelles de lésions en anatomie et cytologie pathologiques
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inferred← citeshttps://doi.org/10.1016/j.compmedimag.2026.102704openalex-snapshot
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inferred← citeshttps://doi.org/10.1016/j.modpat.2025.100802openalex-snapshot
Characterizing Interpretive and Diagnostic Competency Development in Pathology Training
inferred← citeshttps://doi.org/10.1016/j.oor.2025.100781openalex-snapshot
LeChat in oral pathology: Assessment of its immunohistochemical marker selection accuracy in salivary gland tumors
inferred← citeshttps://doi.org/10.1038/s44401-025-00013-8openalex-snapshot
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inferred← citeshttps://doi.org/10.1093/9780197807309.003.0004openalex-snapshot
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Query Augmented Generation (QAG) from the Genomic Data Commons for Accurate Variant Statistics
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inferred← citeshttps://doi.org/10.1109/fllm63129.2024.10852445openalex-snapshot
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inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11460938openalex-snapshot
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