Gut · 2026-06-26
IDDF2026-ABS-0469 From algorithm to intervention: the emerging role of machine learning in probiotic clinical research
Phrase rank #1 · DOI 10.1136/gutjnl-2026-IDDF.151
Research methods
machine learning
Observed in 129 articles across 32 journals.
Latest share0.65%
Change vs baseline+0.21 pp
Months observed13
Latest monthJul 2026
Portfolio article share
Attention over this snapshot
13 monthly points
Journal breadth
Where it appears
- BMJ Open20
- BMJ Health & Care Informatics12
- Journal of NeuroInterventional Surgery11
- BMJ Digital Health & AI10
- BMJ Paediatrics Open8
- Gut8
- Journal for ImmunoTherapy of Cancer6
- Lupus Science & Medicine6
- Journal of Medical Ethics4
- Thorax4
- Emergency Medicine Journal3
- Heart3
Co-occurrence
Explore nearby topics
Inspect the source signal
Article evidence
30 high-ranking examples
Gut · 2026-06-23
FP29 Machine learning and generative artificial intelligence models outperform established prognostic scoring systems in predicting acute decompensation in patients with cirrhosist
Phrase rank #1 · DOI 10.1136/gutjnl-2026-BSG.106
BMJ Open Gastroenterology · 2025-10-02
Machine learning in gastrointestinal endoscopy: challenges and opportunities
Phrase rank #1 · DOI 10.1136/bmjgast-2025-001923
BMJ Digital Health & AI · 2026-04-15
Machine learning for prediction of weaning and extubation from mechanical ventilation: a systematic review of methodology, reporting and bias
Phrase rank #2 · DOI 10.1136/bmjdh-2026-000033
European Journal of Hospital Pharmacy · 2026-03-18
4CPS-305 Classification of patients with suspected hepatitis C with a machine learning model
Phrase rank #2 · DOI 10.1136/ejhpharm-2026-eahp.402
BMJ Digital Health & AI · 2026-02-09
How data drift impacts the safety and interpretability of machine learning models predicting risk from blood glucose control
Phrase rank #2 · DOI 10.1136/bmjdhai-2025-000269
Journal of Medical Ethics · 2025-12-15
Harmful epistemic dependence on medical machine learning and its moral implications
Phrase rank #2 · DOI 10.1136/jme-2024-110552
BMJ Digital Health & AI · 2025-11-24
Machine learning and deep learning predictive models for prognosis in patients with atrial fibrillation: a systematic review and meta-analysis
Phrase rank #2 · DOI 10.1136/bmjdhai-2025-000154
Journal of NeuroInterventional Surgery · 2025-10-16
What can we learn from machine learning studies on flow diverter aneurysm embolization? A systematic review
Phrase rank #2 · DOI 10.1136/jnis-2024-022147
BMJ Open · 2025-10-02
Development, validation and clinical utility of prognostic models for patients with traumatic brain injury in an Indian setting using machine learning and traditional approaches: a study protocol
Phrase rank #2 · DOI 10.1136/bmjopen-2024-096275
BMJ Health & Care Informatics · 2025-09-30
3 Automated triage of primary care referrals to vascular surgery using machine learning
Phrase rank #2 · DOI 10.1136/bmjhci-2025-bcsconf.3
Journal of NeuroInterventional Surgery · 2025-09-02
A272 Machine learning algorithms to predict the risk of rupture of intracranial aneurysms: a systematic review
Phrase rank #2 · DOI 10.1136/jnis-2025-ESMINT.65
BMJ Digital Health & AI · 2025-08-07
Development and prospective evaluation of a machine learning model to predict serious cardiac outcomes among paediatric cardiac inpatients
Phrase rank #2 · DOI 10.1136/bmjdhai-2025-000114
BMJ Open Respiratory Research · 2026-07-01
P8 Use of machine learning in cardiopulmonary exercise testing to identify diagnosis outcomes
Phrase rank #3 · DOI 10.1136/bmjresp-2026-artp.10
BMJ Health & Care Informatics · 2026-05-18
Barrier check study: why predictive machine learning struggles to reach the operating room
Phrase rank #3 · DOI 10.1136/bmjhci-2025-101910
BMJ Open · 2026-05-12
Prediction of inpatient falls and key predictors using machine learning applied to electronic health records: a retrospective cohort study in a tertiary hospital in Türkiye
Phrase rank #3 · DOI 10.1136/bmjopen-2025-113384
BMJ Open · 2026-04-03
Synthetic data-augmented machine learning for 30-day readmission prediction in patients with chronic conditions: a retrospective real-world study
Phrase rank #3 · DOI 10.1136/bmjopen-2025-108273
Lupus Science & Medicine · 2026-03-01
PO:05:146 Machine learning-based artificial intelligence in systemic lupus erythematosus: a systematic review of outcome prediction and patient stratification
Phrase rank #3 · DOI 10.1136/lupus-2026-el.211
Lupus Science & Medicine · 2026-03-01
PO:02:047 Using machine learning and liquid biopsy strategies to predict potential silent nephritis in systemic lupus erythematosus patients
Phrase rank #3 · DOI 10.1136/lupus-2026-el.123
BMJ Health & Care Informatics · 2026-01-23
Smart scheduling of arthroplasty surgery with machine learning and optimisation improves operating room utilisation
Phrase rank #3 · DOI 10.1136/bmjhci-2024-101420
BMJ Digital Health & AI · 2025-12-04
Dual-phase machine learning framework for paediatric ventilator liberation: forecasting extubation readiness and nowcasting extubation outcomes
Phrase rank #3 · DOI 10.1136/bmjdhai-2025-000138
BMJ Oncology · 2025-10-07
Clinical prediction models using machine learning in oncology: challenges and recommendations
Phrase rank #3 · DOI 10.1136/bmjonc-2025-000914
Journal of NeuroInterventional Surgery · 2026-07-19
O-044 Early outcome prediction after mechanical thrombectomy: application of a tabular foundation (TabPFN) machine learning model
Phrase rank #4 · DOI 10.1136/jnis-2026-SNIS.44
BMJ Open · 2026-07-16
Machine learning evaluation of clinical, social and behavioural factors influencing progression from pre-diabetes to type 2 diabetes: a retrospective cohort study in southeast Michigan
Phrase rank #4 · DOI 10.1136/bmjopen-2025-115135
Journal of Medical Ethics · 2026-06-25
Machine learning for mental health diagnosis: power and extensions of epistemic injustice
Phrase rank #4 · DOI 10.1136/jme-2025-111023
Stroke and Vascular Neurology · 2026-05-14
Machine learning models for outcome prediction of patients with ischaemic stroke undergoing reperfusion therapy: a systematic review and meta-analysis
Phrase rank #4 · DOI 10.1136/svn-2025-004020
BMJ Digital Health & AI · 2026-03-12
Machine learning–based prediction of Metabolic Syndrome risk in the Quebec population
Phrase rank #4 · DOI 10.1136/bmjdh-2026-000065
BMJ Open · 2026-01-27
Development and validation of a two-stage machine learning model for personalised type 2 diabetes screening in the All of Us Research Program and UK Biobank
Phrase rank #4 · DOI 10.1136/bmjopen-2025-103171
BMJ Open · 2025-11-04
Predicting disease progression in people living with HIV using machine learning and a nomogram: a 10-year cohort study based in Xinjiang, China
Phrase rank #4 · DOI 10.1136/bmjopen-2025-105026
BMJ Paediatrics Open · 2025-10-28
Predicting stillbirth and identifying key maternal risk factors using machine learning
Phrase rank #4 · DOI 10.1136/bmjpo-2025-004000