Research area · week to 3 Oct 2026

Machine Learning in Healthcare

Moving in medRxiv, bioRxiv, Nature Medicine, Cell, JAMA, Nature reviews. Gastroenterology & hepatology, The Lancet Oncology.

Moved this week: 0

Rebuilt 3 October 2026 at 2:42 pm AEST

Moved this week

Everything that moved →

Nothing in this area has moved yet this week.

Latest in Machine Learning in Healthcare

Newest first · last 60 days

Counting who was not tested: artificial intelligence extraction of genomic and treatment data from hospital records.
The Lancet Oncology · 1 Oct 2026 · Journal Article
Read the brief in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42790441
Open in JClub
Synthetic data generation: challenges and perspectives for gastrointestinal medicine.
Nature reviews. Gastroenterology & hepatology · 1 Oct 2026 · Review
Synthetic data generation could revolutionize gastrointestinal medicine by enabling more accurate AI-driven diagnosis and treatment with privacy-preserving data.
- 1 opens in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42310470
Open in JClub
Multimodal Integration of Ambulatory ECG and Clinical Features for Sudden Cardiac Death and Pump Failure Death Prediction
medRxiv · 30 Sept 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.04.21.26351421
Open in JClub
A locally deployable agentic framework for clinical data deidentification
medRxiv · 29 Sept 2026 · Preprint
The Multimodal Anonymizer achieves near-complete deidentification of multimodal hospital data with over 98% sensitivity and preserves critical clinical information at rates above 99%.
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.05.28.26353952
Open in JClub
Biologically Informed Multi-Omics Integration Reveals Clinically Meaningful Patient Representations in Acute Myeloid Leukemia
bioRxiv · 25 Sept 2026 · Preprint
Read the brief in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.09.19.752929
Open in JClub
Practical lessons in the global scaling of clinical AI: from one hospital to over a million patients screened.
Nature Medicine · 23 Sept 2026 · Journal Article
Read the brief in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42778767
Open in JClub
Leveraging Large Language Models for Temporal PHI De-identification in Real-World Clinical Notes
medRxiv · 23 Sept 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.09.22.26360316
Open in JClub
Fully Automated Abstraction of Longitudinal Breast Oncology Records with Off-The-Shelf Large Language Models
medRxiv · 21 Sept 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.03.23.26349012
Open in JClub
Avoiding common failures in AI for health and medicine.
Cell · 17 Sept 2026 · Review
Reliability failures in AI for healthcare include erroneous outputs, population disparities, and performance decline, threatening safe deployment across 20+ failure modes.
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42753694
Open in JClub
World models for biomedicine.
Cell · 17 Sept 2026 · Review
Biomedical world models spanning molecular to clinical scales can predict system responses to interventions, enabling proactive decision-making in medicine.
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42753693
Open in JClub
Distinguishing Social Isolation, Social Support, and Contextual False Positives in Clinical Notes Using Fine-Tuned Language Models: Multisite Validation Study
medRxiv · 16 Sept 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.07.05.26357334
Open in JClub
Interpretable Machine Learning Identifies an Emergent Absence Seizure Mechanism
bioRxiv · 16 Sept 2026 · Preprint
Read the brief in JClub
- Open access
- 1 cites
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.1101/2025.09.23.678032
Open in JClub
Learning the Language of the Microbiome with Transformers
bioRxiv · 10 Sept 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.05.02.722381
Open in JClub
Computable longitudinal patient journeys from structured and unstructured EHR data.
Nature Medicine · 10 Sept 2026 · Journal Article
Read the brief in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42742184
Open in JClub
Performance and Fairness of a Peripheral Artery Disease Detection Model Across Patient Phenotypes and Health Systems
medRxiv · 9 Sept 2026 · Preprint
Read the brief in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.08.19.26360861
Open in JClub
From algorithms to patient outcomes - lessons from one of the first randomized trials of AI in medicine.
Nature Medicine · 7 Sept 2026 · Journal Article
Read the brief in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42706370
Open in JClub
Pneumonia Detection in Paediatric Chest X-Rays using Ensembled Large Language Models
medRxiv · 5 Sept 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.04.10.26347909
Open in JClub
Prediction of maternal and infant outcomes from longitudinal electronic health records with a Mother-Child AI agent.
Nature Medicine · 4 Sept 2026 · Journal Article
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42742183
Open in JClub
A Two-Stage Plasma Biomarker Algorithm Reduces Amyloid PET Use and the p-Tau217 Gray Zone
medRxiv · 2 Sept 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.02.03.26345302
Open in JClub
The Effect of LLM Assistance on Diagnostic Accuracy: A Systematic Review and Meta-Analysis
medRxiv · 1 Sept 2026 · Preprint
LLM assistance improves physicians' diagnostic accuracy by a small but significant margin of Hedges g = 0.22 across 42 studies, highlighting potential clinical benefits.
- Open access
- 3 cites
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2025.12.11.25341476
Open in JClub
WITHDRAWN: MedOS: AI-XR-Cobot World Model for Clinical Perception and Action
medRxiv · 31 Aug 2026 · Preprint
The manuscript was withdrawn due to lack of full author approval and preprint without senior author consent.
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.02.18.26345936
Open in JClub
EcoXAI: Autonomous Agentic Ecosystem for Explainable Artificial Intelligence and Biomedical Discovery
bioRxiv · 26 Aug 2026 · Preprint
EcoXAI's multi-agent system identified 79 novel drug candidates for Alzheimer's Disease, surpassing randomized baselines and supporting literature validation.
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.07.08.737358
Open in JClub
Quantifying Uncertainty in Alzheimer's Disease Progression Modelling: A Variational Disease Progression Score Framework
medRxiv · 22 Aug 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.08.19.26360855
Open in JClub
PRAM: post-hoc retrieval augmentation adapts intensive care prediction models without retraining and can be shared across hospitals
medRxiv · 21 Aug 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.04.03.26350132
Open in JClub
Automating Biomedical Knowledge Graph Construction For Context-Aware Scientific Inference
bioRxiv · 21 Aug 2026 · Preprint
AutoBioKG constructs highly accurate, context-aware biomedical knowledge graphs, outperforming baselines by 3.6-17.8 percentage points in zero-shot F1 across multiple datasets.
- 1 cites
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.01.14.699420
Open in JClub
Detection of Type 2 Diabetes from 20-second Speech Recordings: A Large-Scale Validation Study
medRxiv · 21 Aug 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.03.16.26348468
Open in JClub
Generalizing intensive care AI across time scales in resource-limited settings
medRxiv · 12 Aug 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.04.23.26351588
Open in JClub
AI vs Poetry in Medicine.
JAMA · 11 Aug 2026 · Journal Article
Read the brief in JClub
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/42578980
Open in JClub
Addressing challenges in agentic retrieval of structured data from biomedical databases
bioRxiv · 9 Aug 2026 · Preprint
Read the brief in JClub
- Open access
Open
Share
Post on X Post on Bluesky Share on LinkedIn
https://jclub.com.au/a/10.64898/2026.04.25.720782
Open in JClub

Follow this area in the app

Journals this month

All journals →

Moving areas, week to 3 Oct 2026

All research areas →

Read

Moved this week

Latest in Machine Learning in Healthcare

Browse JClub