Counterfactual clinical prediction models could help to infer individualized treatment effects in randomized controlled trials—An illustration with the International Stroke Trial-Reference-Cited by-同舟云学术

Counterfactual clinical prediction models could help to infer individualized treatment effects in randomized controlled trials—An illustration with the International Stroke Trial

Published:2020-09 Issue: Volume:125 Page:47-56
ISSN:0895-4356
Container-title:Journal of Clinical Epidemiology
language:en
Short-container-title:Journal of Clinical Epidemiology

Author:

Nguyen Tri-Long,Collins Gary S.,Landais Paul,Le Manach Yannick

Funder

Cancer Research UK

NIHR Bristol Biomedical Research Centre

Publisher

Elsevier BV

Subject

Epidemiology

Reference53 articles.

1. What is “quality of evidence” and why is it important to clinicians?;Guyatt;BMJ,2008

2. Evidence-based medicine targets the individual patient, part 1: how clinicians can use study results to determine optimal individual care;Bassler;Evid Based Med,2008

3. Evidence-based medicine targets the individual patient, part 2: guides and tools for individual decision-making;Bassler;Evid Based Med,2008

4. Can overall results of clinical trials be applied to all patients?;Rothwell;Lancet,1995

5. External validity of randomised controlled trials: "to whom do the results of this trial apply?";Rothwell;Lancet,2005

Cited by 19 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Individual treatment effects of sodium‐glucose co‐transporter‐2 inhibitors on the risk of chronic kidney disease in patients with type 2 diabetes: A counterfactual prediction model based on real‐world data;Diabetes, Obesity and Metabolism;2024-07-22

2. Prediction Under Interventions: Evaluation of Counterfactual Performance Using Longitudinal Observational Data;Epidemiology;2024-04-18

3. Individualized Treatment Effect Prediction with Machine Learning — Salient Considerations;NEJM Evidence;2024-03-26

4. Do machine learning methods lead to similar individualized treatment rules? A comparison study on real data;Statistics in Medicine;2024-03-12

5. The potential benefit of statin prescription based on prediction of treatment responsiveness in older individuals: an application to the PROSPER randomized controlled trial;European Journal of Preventive Cardiology;2023-12-12