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Employment (1)

University of Oxford: Oxford, Oxfordshire, GB

(Centre for Statistics in Medicine; Nuffield Dept of Orthopaedics Rheumatology and Musculoskeletal Sciences)
Employment
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ORCID Integration at the University of Oxford

Works (12)

Poor handling of continuous predictors in clinical prediction models using logistic regression: a systematic review

Journal of Clinical Epidemiology
2023-09 | Journal article
Contributors: Jie Ma; Paula Dhiman; Cathy Qi; Garrett Bullock; Maarten van Smeden; Richard D. Riley; Gary S. Collins
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Crossref

Systematic review finds “spin” practices and poor reporting standards in studies on machine learning-based prediction models

Journal of Clinical Epidemiology
2023-06 | Journal article
Contributors: Constanza L. Andaur Navarro; Johanna A.A. Damen; Toshihiko Takada; Steven W.J. Nijman; Paula Dhiman; Jie Ma; Gary S. Collins; Ram Bajpai; Richard D. Riley; Karel G.M. Moons et al.
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Crossref

Multivariable prediction models for atrial fibrillation after cardiac surgery: a systematic review protocol

BMJ Open
2023-03 | Journal article
Contributors: Kara G Fields; Jie Ma; Tatjana Petrinic; Hassan Alhassan; Anthony Eze; Ankith Reddy; Mona Hedayat; Rui Providencia; Gregory Y H Lip; Jonathan P Bedford et al.
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Crossref

Systematic review identifies the design and methodological conduct of studies on machine learning-based prediction models

Journal of Clinical Epidemiology
2023-02 | Journal article
Contributors: Constanza L. Andaur Navarro; Johanna A.A. Damen; Maarten van Smeden; Toshihiko Takada; Steven W.J. Nijman; Paula Dhiman; Jie Ma; Gary S. Collins; Ram Bajpai; Richard D. Riley et al.
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Crossref

Completeness of reporting of clinical prediction models developed using supervised machine learning: a systematic review

BMC Medical Research Methodology
2022-12 | Journal article
Contributors: Constanza L. Andaur Navarro; Johanna A. A. Damen; Toshihiko Takada; Steven W. J. Nijman; Paula Dhiman; Jie Ma; Gary S. Collins; Ram Bajpai; Richard D. Riley; Karel G. M. Moons et al.
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Crossref

Risk of bias in studies on prediction models developed using supervised machine learning techniques: systematic review

BMJ
2021-10-20 | Journal article
Contributors: Constanza L Andaur Navarro; Johanna A A Damen; Toshihiko Takada; Steven W J Nijman; Paula Dhiman; Jie Ma; Gary S Collins; Ram Bajpai; Richard D Riley; Karel G M Moons et al.
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Crossref

Protocol for development of a reporting guideline (TRIPOD-AI) and risk of bias tool (PROBAST-AI) for diagnostic and prognostic prediction model studies based on artificial intelligence

BMJ Open
2021-07 | Journal article
Contributors: Gary S Collins; Paula Dhiman; Constanza L Andaur Navarro; Jie Ma; Lotty Hooft; Johannes B Reitsma; Patricia Logullo; Andrew L Beam; Lily Peng; Ben Van Calster et al.
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Crossref

Completeness of reporting of clinical prediction models developed using supervised machine learning: A systematic review

2021-07-01 | Other
Contributors: Constanza L Andaur Navarro; Johanna A A Damen; Toshihiko Takada; Steven W J Nijman; Paula Dhiman; Jie Ma; Gary S Collins; Ram Bajpai; Richard D Riley; Karel GM Moons et al.
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Crossref

Protocol for a systematic review on the methodological and reporting quality of prediction model studies using machine learning techniques

BMJ Open
2020-11 | Journal article
Contributors: Constanza L Andaur Navarro; Johanna A A G Damen; Toshihiko Takada; Steven W J Nijman; Paula Dhiman; Jie Ma; Gary S Collins; Ram Bajpai; Richard D Riley; Karel GM Moons et al.
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Crossref

Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal

BMJ
2020-04-07 | Journal article
Part of ISSN: 1756-1833
Source: Self-asserted source
Jie Ma

A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

Journal of Clinical Epidemiology
2019-06 | Journal article
Contributors: Evangelia Christodoulou; Jie Ma; Gary S. Collins; Ewout W. Steyerberg; Jan Y. Verbakel; Ben Van Calster
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Crossref

Risk Prediction Models in Perioperative Medicine: Methodological Considerations

Current Anesthesiology Reports
2016-07-05 | Journal article
Part of ISSN: 2167-6275
Contributors: Gary S. Collins; Jie Ma; Stephen Gerry; Eric Ohuma; Lang’O Odondi; Marialena Trivella; Jennifer De Beyer; Maria D. L. A. Vazquez-Montes
Source: Self-asserted source
Jie Ma via Crossref Metadata Search

Peer review (1 review for 1 publication/grant)

Review activity for Diagnostic and prognostic research. (1)