Meta-analysis using individual participant data: one-stage and two-stage approaches, and why they may differ

• Use of Federated Learning for validating and updating privacy-preserving decentralized multi-study prognostic models in Traumatic Brain Injury

  2026 medRxiv preprint Computer Science Privacy-Preserving Technologies in Data Open access

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• Natural history of thyroid function in ageing: an individual participant data analysis of 137 488 participants from 31 prospective cohort studies

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• The risk for the development of hypertensive complications in oocyte donation pregnancy: a systematic review and individual participant data meta-analysis (DONOR IPD)

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• Development of risk prediction model for chronic pain after knee replacement surgery: protocol for an individual patient data meta-analysis

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• Individual Participant Data Meta-Analysis (IPDMA) of long-term COVID-19 outcomes in a systematic review-informed, international, multidisciplinary database

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• Research Review: Mechanisms of change and between‐family differences in parenting interventions for children with ADHD – an individual participant data meta‐analysis

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• Vaginal misoprostol versus vaginal dinoprostone for cervical ripening and induction of labour: An individual participant data meta‐analysis of randomised controlled trials

  2024 BJOG An International Journal of Obstetrics & Gynaecology article Medicine Maternal and Perinatal Health Interventions Open access

  17

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• Arthroscopic partial meniscectomy vs non-surgical or sham treatment in patients with MRI-confirmed degenerative meniscus tears: a systematic review and meta-analysis with individual participant data from 605 randomised patients

  2023 Osteoarthritis and Cartilage review Medicine Knee injuries and reconstruction techniques Open access

  24

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• Development of hypertensive complications in oocyte donation pregnancy: protocol for a systematic review and individual participant data meta-analysis (DONOR IPD)

  2022 BMJ Open review Medicine Pregnancy and preeclampsia studies Open access

  3

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• Individual participant data meta-analysis with mixed-effects transformation models

  2021 Biostatistics review Decision Sciences Meta-analysis and systematic reviews Open access

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• The effects of single and a combination of determinants of anaemia in the very old: results from the TULIPS consortium

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  4

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• Evaluation of treatment effects in patients with endometrial cancer and POLE mutations: An individual patient data meta‐analysis

  2021 Cancer article Medicine Endometrial and Cervical Cancer Treatments Open access

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• An individual participant data analysis of prospective cohort studies on the association between subclinical thyroid dysfunction and depressive symptoms

  2020 Scientific Reports article Medicine Thyroid Disorders and Treatments Open access

  34

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• Meta‐analysis of continuous outcomes: Using pseudo IPD created from aggregate data to adjust for baseline imbalance and assess treatment‐by‐baseline modification

  2020 Research Synthesis Methods article Decision Sciences Meta-analysis and systematic reviews Open access

  26

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• ENIGMA MDD: seven years of global neuroimaging studies of major depression through worldwide data sharing

  2020 Translational Psychiatry article Neuroscience Functional Brain Connectivity Studies Open access

  242

  citations

15 results