ArticleBMJ (Clinical research ed.)2024
TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods.
Erratum issued 11 registry-linked trialsAbstract read
In one paragraph
Article in BMJ (Clinical research ed.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to 11 registered trials, which are not on this map. Cited by 2,561 papers, 7 of them syntheses that pooled it.
0numbers the graph read from it
0cells of the map it votes in
2,561citing papers in PubMed, 7 pooled it
–field-weighted citation impact
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Multimodal Vascular Phenotyping and Target-Organ Damage Using Vascular Imaging, Glyco-Oxidative Biomarkers, and Photoplethysmography in Adults at Increased Cardiovascular Risk: The GlycOxiTOD Observational Registry
Development and Validation of an Obstetric Organ Dysfunction Score to Predict Mortality in Intensive Care Unit: A Multicenter, Prospective, Cohort Study
NCT07172165 enrolling by invitationnot on this mapstarted 2025, after this paper: background citation
A Multicenter Study to Optimize Microembolic Signal Classification Based on Double--Blind Multiparametric Assessment by Human Experts Using an Universal Graphical Interface [MESOMEGA]
NCT07373951 enrolling by invitationnot on this mapstarted 2025, after this paper: background citation
Retrospective Multicenter Study: Patient-level Noninvasive Prediction of Non-small Cell Lung Cancer Brain Metastases Based on T1CE and FLAIR Multimodal MRI Deep Learning Models, With Targeted Drivers (EGFR or ALK), External Validation, and Survival Translation Assessment.
Construction of a Standardized Benchmark Evaluation System for Intelligent Breast Ultrasound Image Interpretation and Systematic Performance Assessment of Multimodal Artificial Intelligence Models Based on ACR BI-RADS v2025 Criteria
Diagnostic Accuracy of Large Language Models (GPT-4o and Claude) in HEART Score Calculation and 30-Day MACE Prediction in Emergency Department Chest Pain Patients: A Prospective Observational Validation Study Against Three-Expert Consensus
Prediction of Pancreatogenic Diabetes After Partial Resection of the Pancreas
SPINE-RISK VE: Development and Internal Validation of a Multimodal Preoperative Predictive Model for Failed Back Surgery Syndrome Using Inflammatory Biomarkers, Lumbar MRI Findings, and Psychosocial Factors in Venezuelan Surgical Patients
FECAL-AI: Prospective Observational Validation of AI-Based Stool Image Analysis Against Quantitative Fecal Immunochemical Testing for Colorectal Neoplasia Risk Assessment
Machine Learning Prediction of Pulmonary Function in Children With Cystic Fibrosis: Multidimensional Analysis of Peripheral Muscle Oxygenation, Postural Balance, and Clinical-Functional Markers
Deep-learning Prediction of Abdominal Aortic Aneurysm Enlargement in Type II Endoleak After EVAR: Development and Multicenter Validation of an End-to-end Deep-learning Model (the RADAR Study)
Who cites it
2,561 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- Risk prediction models for malnutrition in dialysis patients in China: a systematic review and meta-analysis.Renal failure · 2026Pooled it
- Ventriculo-arterial coupling in acute heart failure: prognostic and therapeutic insights - a systematic review and meta-analysis of multivariable-adjusted data.Heart failure reviews · 2026Pooled it
- Translation readiness of model-based synthetic tabular data in healthcare: a systematic review and governance audit.Journal of the American Medical Informatics Association : JAMIA · 2026Pooled it
- Perinatal Mental Health Detection and Prediction Using Mobile Sensing Data: Systematic Review.JMIR mental health · 2026Pooled it
- Artificial Intelligence and Machine Learning for Outcome Prediction After Osteoporotic Hip Fracture: A Systematic Review and Meta-analysis of Prediction Model Performance.Current osteoporosis reports · 2026Pooled it
- Performance of AI-Based Screening Tools for Obstructive Sleep Apnea Across Apnea-Hypopnea Index Thresholds: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Computational and AI-Enabled Imaging Biomarkers for Predicting and Assessing Immunotherapy Response in Oral Squamous Cell Carcinoma: A Systematic Review with Functional Meta-Synthesis.Medical sciences (Basel, Switzerland) · 2026Pooled it
- Artificial intelligence and extracellular vesicles in oncology: towards tumor diagnosis, prediction, and therapy.Drug delivery · 2026Review
- An explainable online frailty prediction model for community-dwelling older adults based on machine learning algorithms: a cross-sectional study based on retrospective health data.Annals of medicine · 2026Article
- Circulating MicroRNAs in non-small cell lung cancer: Clinical potential, analytic pitfalls, and barriers to implementation.The journal of liquid biopsy · 2026Review
- The staging of perihilar cholangiocarcinoma: From anatomy to biology, condition, and beyond.iLIVER · 2026Article
- The role and utility of artificial intelligence and machine learning for diagnostic prediction in general practice.The European journal of general practice · 2026Article
- Routine health examination indicators for fatty liver disease risk stratification in adults with thyroid dysfunction: a cross-sectional study of 46,311 individuals.Annals of medicine · 2026Article
- Development and validation of a prediction model for moderate-to-severe radiation dermatitis in patients with nasopharyngeal carcinoma: A machine learning study.Asia-Pacific journal of oncology nursing · 2026Article
- Prediction Models for Periprosthetic Joint Infection: A Systematic Review of Traditional and Machine Learning Approaches.Mayo Clinic proceedings. Digital health · 2026Review
- Development and internal-external validation of a risk prediction model for acute pain after HAIC for patients with liver cancer using logistic regression and XGBoost algorithm.Asia-Pacific journal of oncology nursing · 2026Article
- Serum BDNF and cognitive risk in maintenance hemodialysis: a machine learning study.Renal failure · 2026Article
- Admission low-density lipoprotein cholesterol and early haematoma expansion after spontaneous intracerebral haemorrhage.Annals of medicine · 2026Article
- Machine learning-based nomogram for acute kidney injury after liver transplantation.Renal failure · 2026Article
- Early hemodynamic assessment and longitudinal imaging for predicting graft outcomes post-transplant.Annals of medicine · 2026Article
2,501 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
- Erratum issued
Authors and funding
34 authors.
Gary S CollinsCentre for Statistics in Medicine, UK EQUATOR Centre, Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, University of Oxford, Oxford OX3 7LD, UK.ORCID 0000-0002-2772-2316
Karel G M MoonsJulius Centre for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, Netherlands.ORCID 0000-0003-2118-004X
Paula DhimanCentre for Statistics in Medicine, UK EQUATOR Centre, Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, University of Oxford, Oxford OX3 7LD, UK.ORCID 0000-0002-0989-0623
Richard D RileyInstitute of Applied Health Research, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.ORCID 0000-0001-8699-0735
Andrew L BeamDepartment of Epidemiology, Harvard T H Chan School of Public Health, Boston, MA, USA.ORCID 0000-0002-6657-2787
Ben Van CalsterDepartment of Development and Regeneration, KU Leuven, Leuven, Belgium.ORCID 0000-0003-1613-7450
Marzyeh GhassemiDepartment of Electrical Engineering and Computer Science, Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, MA, USA.ORCID 0000-0001-6349-7251
Xiaoxuan LiuInstitute of Inflammation and Ageing, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK.ORCID 0000-0002-1286-0038
Johannes B ReitsmaJulius Centre for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, Netherlands.ORCID 0000-0003-4026-4345
Maarten van SmedenJulius Centre for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht University, Utrecht, Netherlands.ORCID 0000-0002-5529-1541
Anne-Laure BoulesteixInstitute for Medical Information Processing, Biometry and Epidemiology, Faculty of Medicine, Ludwig-Maximilians-University of Munich and Munich Centre of Machine Learning, Germany.ORCID 0000-0002-2729-0947
Jennifer Catherine CamaradouPatient representative, Health Data Research UK patient and public involvement and engagement group.ORCID 0000-0002-5742-2840
Leo Anthony CeliBeth Israel Deaconess Medical Center, Boston, MA, USA.ORCID 0000-0001-6712-6626
Spiros DenaxasInstitute of Health Informatics, University College London, London, UK.ORCID 0000-0001-9612-7791
Alastair K DennistonNational Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre, Birmingham, UK.ORCID 0000-0001-7849-0087
Ben GlockerDepartment of Computing, Imperial College London, London, UK.ORCID 0000-0002-4897-9356
Robert M GolubNorthwestern University Feinberg School of Medicine, Chicago, IL, USA.ORCID 0000-0001-7881-1207
Hugh HarveyHardian Health, Haywards Heath, UK.ORCID 0000-0003-4528-1312
Georg HeinzeSection for Clinical Biometrics, Centre for Medical Data Science, Medical University of Vienna, Vienna, Austria.ORCID 0000-0003-1147-8491
Michael M HoffmanPrincess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.ORCID 0000-0002-4517-1562
André Pascal KengneDepartment of Medicine, University of Cape Town, Cape Town, South Africa.ORCID 0000-0002-5183-131X
Emily LamPatient representative, Health Data Research UK patient and public involvement and engagement group.
Naomi LeeNational Institute for Health and Care Excellence, London, UK.ORCID 0000-0003-0100-9659
Elizabeth W LoderThe BMJ, London, UK.ORCID 0000-0003-1501-2947
Lena Maier-HeinDepartment of Intelligent Medical Systems, German Cancer Research Centre, Heidelberg, Germany.ORCID 0000-0003-4910-9368
Bilal A MateenInstitute of Health Informatics, University College London, London, UK.ORCID 0000-0003-4423-6472
Melissa D McCraddenDepartment of Bioethics, Hospital for Sick Children Toronto, ON, Canada.ORCID 0000-0002-6476-2165
Lauren Oakden-RaynerAustralian Institute for Machine Learning, University of Adelaide, Adelaide, SA, Australia.ORCID 0000-0001-5471-5202
Johan OrdishMedicines and Healthcare products Regulatory Agency, London, UK.ORCID 0000-0001-6911-2367
Richard ParnellPatient representative, Health Data Research UK patient and public involvement and engagement group.ORCID 0000-0003-0044-3496
Sherri RoseDepartment of Health Policy and Center for Health Policy, Stanford University, Stanford, CA, USA.ORCID 0000-0002-9076-8472
Karandeep SinghDepartment of Epidemiology, CAPHRI Care and Public Health Research Institute, Maastricht University, Maastricht, Netherlands.ORCID 0000-0001-8980-2330
Laure WynantsDepartment of Epidemiology, CAPHRI Care and Public Health Research Institute, Maastricht University, Maastricht, Netherlands.ORCID 0000-0002-3037-122X
Patricia LogulloCentre for Statistics in Medicine, UK EQUATOR Centre, Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, University of Oxford, Oxford OX3 7LD, UK.ORCID 0000-0001-8708-7003
Funding
Cancer Research UK 27294Wellcome Trust
Abstract
PubMed holds no abstract for this paper.
Indexed as
Decision Support TechniquesModels, StatisticalChecklistHumansPrognosis
Identifiers
What OpenQuestion holds
Textmetadata
LicenceCC BY
Read underepoch 390
Registered trials
NCT06325800ClinicalTrials.gov
NCT07068022ClinicalTrials.gov
NCT07172165ClinicalTrials.gov
NCT07373951ClinicalTrials.gov
NCT07500428ClinicalTrials.gov
NCT07626060ClinicalTrials.gov
and 5 more above
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.