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aaditya  authored a paper 8 months ago
CLIFT: Analysing Natural Distribution Shift on Question Answering Models in Clinical Domain
aaditya  authored a paper 8 months ago
Federated Learning for Healthcare Domain - Pipeline, Applications and Challenges
aaditya  authored a paper 8 months ago
Pay Attention to the cough: Early Diagnosis of COVID-19 using Interpretable Symptoms Embeddings with Cough Sound Signal Processing
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aaditya 
posted an update about 15 hours ago
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686
Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (December 15 – December 21, 2024)

Medical LLM & Other Models
- MedMax: Mixed-Modal Biomedical Assistant
- Advanced multimodal instruction tuning
- Enhanced biomedical knowledge integration
- Comprehensive assistant capabilities
- MGH Radiology Llama 70B
- Specialized radiology focus
- State-of-the-art performance
- Enhanced report generation capabilities
- HC-LLM: Historical Radiology Reports
- Context-aware report generation
- Historical data integration
- Improved accuracy in diagnostics

Frameworks & Methods
- ReflecTool: Reflection-Aware Clinical Agents
- Process-Supervised Clinical Notes
- Federated Learning with RAG
- Query Pipeline Optimization

Benchmarks & Evaluations
- Multi-OphthaLingua
- Multilingual ophthalmology benchmark
- Focus on LMICs healthcare
- Bias assessment framework
- ACE-M3 Evaluation Framework
- Multimodal medical model testing
- Comprehensive capability assessment
- Standardized evaluation metrics

LLM Applications
- Patient-Friendly Video Reports
- Medical Video QA Systems
- Gene Ontology Annotation
- Healthcare Recommendations

Special Focus: Medical Ethics & AI
- Clinical Trust Impact Study
- Mental Health AI Challenges
- Hospital Monitoring Ethics
- Radiology AI Integration

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full thread in detail:
https://x.com/OpenlifesciAI/status/1870504774162063760
- Youtube Link: youtu.be/SbFp4fnuxjo
- Spotify: https://t.co/QPmdrXuWP9
aaditya 
posted an update 8 days ago
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2943
Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (December 7 – December 14, 2024)

Medical LLM & Other Models
- PediaBench: Chinese Pediatric LLM
- Comprehensive pediatric dataset
- Advanced benchmarking platform
- Chinese healthcare innovation
- BiMediX: Bilingual Medical LLM
- Multilingual medical expertise
- Diverse medical knowledge integration
- Cross-cultural healthcare insights
- MMedPO: Vision-Language Medical LLM
- Clinical multimodal optimization
- Advanced medical image understanding
- Precision healthcare modeling

Frameworks and Methodologies
- TOP-Training: Medical Q&A Framework
- Hybrid RAG: Secure Medical Data Management
- Zero-Shot ATC Clinical Coding
- Chest X-Ray Diagnosis Architecture
- Medical Imaging AI Democratization

Benchmarks & Evaluations
- KorMedMCQA: Korean Healthcare Licensing Benchmark
- Large Language Model Medical Tasks
- Clinical T5 Model Performance Study
- Radiology Report Quality Assessment
- Genomic Analysis Benchmarking

Medical LLM Applications
- BRAD: Digital Biology Language Model
- TCM-FTP: Herbal Prescription Prediction
- LLaSA: Activity Analysis via Sensors
- Emergency Department Visit Predictions
- Neurodegenerative Disease AI Diagnosis
- Kidney Disease Explainable AI Model

Ethical AI & Privacy
- Privacy-Preserving LLM Mechanisms
- AI-Driven Digital Organism Modeling
- Biomedical Research Automation
- Multimodality in Medical Practice

Full thread in detail: https://x.com/OpenlifesciAI/status/1867999825721242101
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aaditya 
posted an update 14 days ago
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2037
Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (December 2 – December 7, 2024)

Medical LLM & Models
- Block MedCare: Blockchain AI & IoT
- LLMs4Life: Biomedical Ontology Learning
- LLaMA II for Multimodal Diagnosis
- Compact LLM for EHR Privacy

Frameworks & Methods
- RARE: Retrieval-Augmented Reasoning
- STORM: Strategies for Rare Events
- TransFair: Fair Disease Classification
- PePR: Performance Per Resource
- Medical LLM Best Practices

LLM Applications
- Medchain: LLMs in Clinical Practice
- Query Nursing Note Summarization
- CLINICSUM: Patient Conversation Summaries
- Text Embeddings for Classifiers

LLM Benchmarks
- Polish Medical Exams Transfer
- Single-Cell Omics Annotation
- LLMs in Precision Medicine
- Low-Resource Healthcare Challenges

Other Models
- LLM Chatbot Hallucinations
- Multi-stage Chest X-ray Diagnosis
- EchoONE: Echocardiography AI
- Radiology Report Grounding

Ethics & Fairness
- Privacy in Medical Imaging
- Demographic Fairness in AI

Datasets
- LLM Scientific Knowledge Extraction
- Biomedical Knowledge Review

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full thread in detail: https://x.com/OpenlifesciAI/status/1865584829057929303
- Youtube Link: https://youtu.be/SwawtIFy-BI
- Spotify: https://open.spotify.com/episode/17Cxk0NLfKhiRWPoykzjem
aaditya 
posted an update about 1 month ago
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3361
Last Week in Medical AI: Top Research Papers/Models 🔥
(November 2 -November 9, 2024)

🏅 Medical AI Paper of the Week:
Exploring Large Language Models for Specialist-level Oncology Care

Medical LLM & Other Models:
- GSCo: Generalist-Specialist AI Collaboration
- PediatricsGPT: Chinese Pediatric Assistant
- MEG: Knowledge-Enhanced Medical QA
- AutoProteinEngine: Multimodal Protein LLM

Frameworks and Methodologies:
- BrainSegFounder: 3D Neuroimage Analysis
- PASSION: Sub-Saharan Dermatology Dataset
- SAM for Lung X-ray Segmentation
- Label Critic: Data-First Approach
- Medprompt Runtime Strategies

Medical LLM Applications:
- CataractBot: Patient Support System
- CheX-GPT: X-ray Report Enhancement
- CardioAI: Cancer Cardiotoxicity Monitor
- HealthQ: Healthcare Conversation Chain
- PRObot: Diabetic Retinopathy Assistant

Medical LLMs & Benchmarks:
- MediQ: Clinical Reasoning Benchmark
- Touchstone: Segmentation Evaluation
- Medical LLM Adaptation Progress
- Fine-Tuning Medical QA Strategies

AI in Healthcare Ethics:
- Healthcare Robotics with LLMs
- XAI in Clinical Practice
- Precision Rehabilitation Framework
- Multimodal AI Challenges

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full Thread: https://x.com/OpenlifesciAI/status/1855207141302473090
- YouTube: https://youtu.be/ad0uTnYuTo8
- Spotify: https://open.spotify.com/episode/6s39t1UJZk1i10szuXP2qN
aaditya 
posted an update about 2 months ago
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2806
Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (October 26 - November 2, 2024)

🏅 Medical AI Paper of the Week:
Google Presents MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making

Medical LLM & Other Models:
- Matchmaker: Schema Matching with LLMs
- UltraMedical: Specialized Biomedical Models
- ZALM3: Vision-Language Medical Dialogue
- EchoFM: Echocardiogram Foundation Model

Frameworks and Methodologies:
- FEDKIM: Federated Medical Knowledge Injection
- Flex-MoE: Flexible Modality Combination
- MAISI: Synthetic Medical Imaging
- Cough-E: Edge Privacy Detection
- MassSpecGym: Molecule Identification

Medical LLM Applications:
- DiaMond: Multi-Modal Dementia Diagnosis
- LLM-Forest: Health Data Imputation
- Medical Multimodal Visual Grounding
- Clinical Evidence Synthesis with LLMs

Medical LLMs & Benchmarks:
- Histopathology Models Beyond H&E
- LLMs in Mental Health Counseling
- Medical Dataset Reuse Analysis

AI in Healthcare Ethics:
- LLMs in Medical Education
- Medical Exam Question Generation
- Clinical Knowledge Graph Integration

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Full Thread: https://x.com/OpenlifesciAI/status/1852685220912464066
- YouTube: https://youtu.be/3O3xjaMCXHI
- Spotify: https://open.spotify.com/episode/05trbTbtVZcfI7ycA5Z3Tt?si=706b74626f714aa1
aaditya 
posted an update about 2 months ago
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3247
Last Week in Medical AI: Top Research Papers/Models 🔥
🏅 (October 19-26, 2024)

🏅 Medical AI Paper of the Week:
Safety principles for medical summarization using generative AI by Google

Medical LLM & Other Models:
- BioMistral-NLU: Medical Vocab Understanding
- Bilingual Multimodal LLM for Biomedical Tasks
- Metabolic-Enhanced LLMs for Clinical Analysis
- Dermatology Foundation Model

Frameworks and Methodologies:
- Back-in-Time: Medical Deepfake Detection
- Hybrid GenAI for Crystal Design
- VISAGE: Video Synthesis for Surgery
- MoRE: Multi-Modal X-Ray/ECG Pretraining
- SleepCoT: Personalized Health via CoT

Medical LLM Applications:
- ONCOPILOT: CT Model for Tumors
- LMLPA: Linguistic Personality Assessment
- GenAI for Medical Training

Medical LLMs & Benchmarks:
- LLM Evaluation Through Explanations
- Contrastive Decoding for Medical LLM Hallucination

AI in Healthcare Ethics:
- Healthcare XAI Through Storytelling
- Clinical LLM Bias Analysis
- ReflecTool: Reflection-Aware Clinical Agents

Full Thread: https://x.com/OpenlifesciAI/status/1850202986053808441
Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- 🎙️ Spotify: https://podcasters.spotify.com/pod/show/medicalai/episodes/Medical-AI-Weekly-Digest-From-Deepfake-Detection-to-Clinical-LLMs-Oct-19-26--Part-1-e2q6012

- YouTube: https://youtu.be/Wt5QOv1vk2U
aaditya 
posted an update 2 months ago
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2743
Last Week in Medical AI: Top LLM Research Papers/Models 🔥
🏅 (October 12 - October 19, 2024)

Medical LLM & Other Models:
- OLAPH: Factual Biomedical LLM QA
- LLMD: Interpreting Longitudinal Medical Records
- LifeGPT: Generative Transformer for Cells
- MedCare: Decoupled Clinical LLM Alignment
- Y-Mol: Biomedical LLM for Drug Development

Frameworks and Methodologies:
- MedINST: Biomedical Instructions Meta Dataset
- Democratizing Medical LLMs via Language Experts
- MCQG-SRefine: Iterative Question Generation
- Adaptive Medical Language Agents
- MeNTi: Medical LLM with Nested Tools

Medical LLM Applications:
- AGENTiGraph: LLM Chatbots with Private Data
- MMed-RAG: Multimodal Medical RAG System
- Medical Graph RAG: Safe LLM via Retrieval
- MedAide: Multi-Agent Medical LLM Collaboration
- Synthetic Clinical Trial Generation

Medical LLMs & Benchmarks:
- WorldMedQA-V: Multimodal Medical LLM Dataset
- HEALTH-PARIKSHA: RAG Models Evaluation
- Synthetic Data for Medical Vision-Language

Now you can watch and listen to the latest Medical AI papers daily on our YouTube and Spotify channels as well!

- Youtube: https://youtu.be/LROOjWXUgvg?si=s-nNDOSD3BrsHYjQ
- Spotify : https://open.spotify.com/episode/12xeN2vnOTRdDrHbWqhV6I?si=bd7c8d9fee8049fd

  • 1 reply
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aaditya 
posted an update 2 months ago
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2074
Last Week in Medical AI: Top Research Papers/Models
🏅 (October 5 - October 12, 2024)

🏅 Medical AI Paper of the Week:
MMedAgent: Learning to Use Medical Tools with Multi-modal Agent

YouTube podcast of weekly papers: https://youtu.be/OD3C5jirszw

Medical LLM & Other Models:
- LLM Framework for Rare Disease Phenotyping
- ONCOPILOT: CT Foundation Model for Tumors
- FMBench: Fairness in Medical MLLMs
- GP-GPT: LLM for Gene-Phenotype Mapping
- MedAdapter: Efficient LLM Medical Adaptation
- RespLLM: Multimodal LLM for Respiratory Health
- MDAgents: LLM Collaboration for Medical Decisions
- MedVisionLlama: LLM Medical Image Segmentation

Frameworks and Methodologies:
- ReXplain: AI-Driven Radiology Video Reports
- BioDiscoveryAgent: AI for Genetic Experiments
- ZODIAC: Multi-Agent Cardiological Diagnostics
- OLAPH: Improving Biomedical LLM Factuality
- OmniGenBench: Benchmarking Genomic Models

Medical LLM Applications:
- MMedAgent: Multimodal Medical Tool Use
- AI for Mental Health Support
- LLMs for Mental Disorders Detection
- PharmacyGPT: AI Pharmacist Framework

Medical LLMs & Benchmarks:
- CliMedBench: Chinese Medical LLM Benchmark
- MedSafetyBench: Evaluating Medical LLM Safety

AI in Healthcare Ethics:
- LLM-based Medical Dialogue Preference Alignment
- Trustworthiness in Medical Imaging Models
aaditya 
posted an update 3 months ago
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2140
Last Week in Medical AI: Top Research Papers/Models
🏅(September 14 - September 21, 2024)

🏅 Medical AI Paper of the Week
- How to Build the Virtual Cell with Artificial Intelligence: Priorities and Opportunities

Medical LLM & Other Models
- GP-GPT: LLMs for Gene-Phenotype Mapping
- HuatuoGPT-II, 1-stage Training for Medical LLMs
- HuatuoGPT-Vision: Multimodal Medical LLMs
- Apollo: A Lightweight Multilingual Medical LLM
- GMISeg: General Medical Image Segmentation

Frameworks and Methodologies
- CoD: Chain of Diagnosis for Medical Agents
- How to Build the Virtual Cell with AI
- Interpretable Visual Concept Discovery with SAM
- Aligning Human Knowledge for Explainable Med Image
- ReXErr: Synthetic Errors in Radiology Reports
- Veridical Data Science for Medical Foundation Models
- Fine Tuning LLMs for Medicine: The Role of DPO

Clinical Trials:
- LLMs to Generate Clinical Trial Tables and Figures
- LLMs for Clinical Report Correction
- AlpaPICO: LLMs for Clinical Trial PICO Frames

Medical LLM Applications
- Microsoft's Learnings of Large-Scale Bot Deployment in Medical

....
Check the full thread: https://x.com/OpenlifesciAI/status/1837688406014300514

Thank you for your continued support and love for this series! Stay up-to-date with weekly updates on Medical LLMs, datasets, and top research papers by following @aaditya 🤗
aaditya 
posted an update 3 months ago
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2557
Last Week in Medical AI: Top Research Papers/Models
🏅(September 7 - September 14, 2024)

🏅 Medical AI Paper of the week
Chai-1 Foundation model molecular structure prediction

Medical LLMs & Benchmarks
- BrainWave: A Brain Signal Foundation Model
- DS-ViT: Vision Transformer for Alzheimer’s Diagnosis
- EyeCLIP: Visual–language model for ophthalmic
- Segment Anything Model for Tumor Segmentation
- MEDIC: Evaluating LLMs in Clinical Applications

Medical LLM Applications
- KARGEN: Radiology Report Generation LLMs
- DrugAgent: Explainable Drug Repurposing Agents
- Improving RAG in Medicine with Follow-up Questions

Frameworks and Methodologies
- Infrastructure for Automatic Cell Segmentation
- Data Alignment for Dermatology AI
- Diagnostic Reasoning in Natural Language
- Two-Stage Instruction Fine-tuning Approach for Med

AI in Healthcare Ethics
- Concerns and Choices of Using LLMs for Healthcare
- Understanding Fairness in Recommender Systems
- Towards Fairer Health Recommendations

Check the full thread: https://x.com/OpenlifesciAI/status/1832476252260712788

Thank you for your continued support and love for this series! Stay up-to-date with weekly updates on Medical LLMs, datasets, and top research papers by following @aaditya 🤗
aaditya 
posted an update 4 months ago
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3488
Last Week in Medical AI: Top Research Papers/Models
🏅(September 1 - September 7, 2024)

Medical LLM & Other Models :
- CancerLLM: Large Language Model in Cancer Domain
- MedUnA: Vision-Language Models for Medical Image
- Foundation Model for Robotic Endoscopic Surgery
- Med-MoE: MoE for Medical Vision-Language Models
- CanvOI: Foundation Model for Oncology
- UniUSNet: Ultrasound Disease Prediction
- DHIN: Decentralized Health Intelligence Network

Medical Benchmarks and Evaluations:
- TrialBench: Clinical Trial Datasets & Benchmark
- LLMs for Medical Q&A Evaluation
- MedFuzz: Exploring Robustness Medical LLMs
- MedS-Bench: Evaluating LLMs in Clinical Tasks
- DiversityMedQA: Assessing LLM Bias in Diagnosis
- LLM Performance in Gastroenterology

LLM Digital Twins:
- Digital Twins for Rare Gynecological Tumors
- DT-GPT: Digital Twins for Patient Health Forecasting

Medical LLM Applications:
- HIPPO: Explainable AI for Pathology
- LLMs vs Humans in CBT Therapy
- ASD-Chat: LLMs for Autistic Children
- LLMs for Mental Health
- LLMs for Postoperative Risk Prediction

Frameworks and Methodologies:
- Rx Strategist: LLM-based Prescription Verification
- Medical Confidence Elicitation
- Guardrails for Medical LLMs

Check the full thread : https://x.com/OpenlifesciAI/status/1832476252260712788

Thank you for your continued support and love for this series! Stay up-to-date with weekly updates on Medical LLMs, datasets, and top research papers by following @aaditya 🤗
aaditya 
posted an update 4 months ago
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3005
Last Week in Medical AI: Top Research Papers/Models
🏅 (August 25 - August 31, 2024)

- MultiMed: Multimodal Medical Benchmark
- A Foundation model for generating chest X-ray images
- MEDSAGE: Medical Dialogue Summarization
- Knowledge Graphs for Radiology Report Generation
- Exploring Multi-modal LLMs for Chest X-ray
- Improving Clinical Note Generation
...

Check the full thread : https://x.com/OpenlifesciAI/status/1829984701324448051
  • 1 reply
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aaditya 
authored 6 papers 8 months ago
aaditya 
posted an update 8 months ago
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2922
Okay, I can post now, Yayy!!
Sharing the OpenBioLLM-70B as the first post :)

Introducing OpenBioLLM-Llama3-70B & 8B: The most capable openly available Medical-domain LLMs to date! 🩺💊🧬

Outperforms industry giants like GPT-4, Gemini, Meditron-70B, Med-PaLM-1, and Med-PaLM-2 in the biomedical domain. 🏥📈 🌟

OpenBioLLM-70B delivers SOTA performance, setting a new state-of-the-art for models of its size. OpenBioLLM-8B model and even surpasses GPT-3.5, Gemini, and Meditron-70B! 🚀

Today's release is just the beginning! In the coming months, we'll be introducing:

- Expanded medical domain coverage 🧠
- Longer context windows 📜🔍
- Better benchmarks 📈🏆
- Multimodal capabilities🖥️🩺📊🔬

Medical-LLM Leaderboard: openlifescienceai/open_medical_llm_leaderboard

More detail : https://huggingface.co/blog/aaditya/openbiollm
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