Professor Gary S. Collins
- Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration
2015/01/05 by Karel G.M. Moons, Douglas G. Altman, Johannes B. Reitsma +8 · 77 citations
Decision Sciences · Health Professions · Economics, Econometrics and Finance · #Meta-analysis and systematic reviews #Healthcare cost, quality, practices #Health Systems, Economic Evaluations, Quality of Life
- Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): The TRIPOD Statement
2015/01/05 by Gary S. Collins, Professor Gary S. Collins, Johannes B. Reitsma +2 · 49 citations
Decision Sciences · Economics, Econometrics and Finance · Medicine · #Meta-analysis and systematic reviews #Health Systems, Economic Evaluations, Quality of Life #Clinical Reasoning and Diagnostic Skills
- PROBAST: A Tool to Assess the Risk of Bias and Applicability of Prediction Model Studies
2018/12/31 by Robert Wolff, Robert F. Wolff, Karel G.M. Moons +11 · 56 citations
Decision Sciences · Economics, Econometrics and Finance · Medicine · #Meta-analysis and systematic reviews #Health Systems, Economic Evaluations, Quality of Life #Clinical practice guidelines implementation
- Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): The TRIPOD statement
2015/01/01 by Professor Gary S. Collins, G S Collins, J B Reitsma +5 · 45 citations
Decision Sciences · Medicine · Economics, Econometrics and Finance · #Meta-analysis and systematic reviews #Clinical Reasoning and Diagnostic Skills #Health Systems, Economic Evaluations, Quality of Life
- Minimum sample size for developing a multivariable prediction model: PART II ‐ binary and time‐to‐event outcomes
2018/10/24 by Richard D Riley, Kym I E Snell, Kym IE Snell +9 · 20 citations
Economics, Econometrics and Finance · #Health Systems, Economic Evaluations, Quality of Life
- Calculating the sample size required for developing a clinical prediction model
2020/03/18 by Richard D Riley, Joie Ensor, Kym I E Snell +6 · 23 citations
Decision Sciences · Mathematics · Medicine · #Meta-analysis and systematic reviews #Statistical Methods in Epidemiology #Sepsis Diagnosis and Treatment
- TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods
2024/04/16 by Professor Gary S. Collins, Karel G.M. Moons, Paula Dhiman +31 · 1 voice · 30 citations
Medicine · Decision Sciences · Health Professions · #Artificial Intelligence in Healthcare and Education #Meta-analysis and systematic reviews #Healthcare cost, quality, practices
- A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
2019/02/11 by Evangelia Christodoulou, Jie Ma, Gary S. Collins +4 · 16 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare
- Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): the TRIPOD Statement
2015/01/27 by Professor Gary S. Collins, G S Collins, J B Reitsma +5 · 31 citations
Medicine · #Clinical Reasoning and Diagnostic Skills #Artificial Intelligence in Healthcare and Education #Sepsis Diagnosis and Treatment
- Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal
2020/04/07 by Laure Wynants, Ben Van Calster, Professor Gary S. Collins +54 · 20 citations
Medicine · #COVID-19 Clinical Research Studies #COVID-19 diagnosis using AI #SARS-CoV-2 detection and testing
- Sample size for binary logistic prediction models: Beyond events per variable criteria
2018/07/03 by Maarten van Smeden, Karel GM Moons, Karel G. M. Moons +10 · 13 citations
Computer Science · Decision Sciences · Mathematics · #Machine Learning in Healthcare #Reliability and Agreement in Measurement #Statistical Methods in Epidemiology
- Sample size considerations for the external validation of a multivariable prognostic model: a resampling study
2015/11/09 by Professor Gary S. Collins, Gary S. Collins, Emmanuel O. Ogundimu +2 · 9 citations
Mathematics · #Statistical Methods in Epidemiology #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
- Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis Or Diagnosis (TRIPOD): the TRIPOD statement
2015/01/09 by Professor Gary S. Collins, Gary S. Collins, Johannes B. Reitsma +2 · 8 citations
Decision Sciences · Economics, Econometrics and Finance · Medicine · #Clinical Reasoning and Diagnostic Skills #Health Systems, Economic Evaluations, Quality of Life #Meta-analysis and systematic reviews
- Stability of clinical prediction models developed using statistical or machine learning methods
2023/07/19 by Richard D. Riley, Richard D Riley, Gary S. Collins +1 · 10 citations
Computer Science · Medicine · Decision Sciences · #Machine Learning in Healthcare #Sepsis Diagnosis and Treatment #Meta-analysis and systematic reviews
- The TRIPOD-LLM reporting guideline for studies using large language models
2025/01/01 by Jack Gallifant, Majid Afshar, Saleem Ameen +30 · 1 voice · 6 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
- Clinical prediction models and the multiverse of madness
2023/12/18 by Richard D Riley, Alexander Pate, Paula Dhiman +3 · 1 voice · 3 citations
Computer Science · Medicine · #Machine Learning in Healthcare #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI)
- CONSORT 2025 statement: updated guideline for reporting randomised trials
2025/04/14 by Sally Hopewell, An‐Wen Chan, Professor Gary S. Collins +36 · 7 citations
Decision Sciences · Health Professions · Medicine · #Ethics in Clinical Research #Health Policy Implementation Science #Meta-analysis and systematic reviews
- Evaluation of performance measures in predictive artificial intelligence models to support medical decisions: overview and guidance
2025/12/01 by Ben Van Calster, Professor Gary S. Collins, Andrew J. Vickers +11 · 2 voices · 5 citations
Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI)
- Prediction Models for Bronchopulmonary Dysplasia in Preterm Infants: A Systematic Review and Meta-Analysis
2023/04/13 by Michelle Romijn, Paula Dhiman, Martijn J.J. Finken +9 · 1 citation
Medicine · Nursing · #Neonatal Respiratory Health Research #Preterm Birth and Chorioamnionitis #Infant Nutrition and Health
- Minimum sample size for developing a multivariable prediction model using multinomial logistic regression
2023/01/19 by Alexander Pate, Richard D Riley, Gary S Collins +6 · 1 citation
Mathematics · #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistical Methods in Clinical Trials
- SPIRIT 2025 statement: updated guideline for protocols of randomised trials
2025/04/28 by An‐Wen Chan, Isabelle Boutron, Sally Hopewell +36 · 1 voice · 2 citations
Decision Sciences · Medicine · Health Professions · #Meta-analysis and systematic reviews #Ethics in Clinical Research #Health Policy Implementation Science
- Uncertainty of risk estimates from clinical prediction models: rationale, challenges, and approaches
2025/02/13 by Richard D Riley, Professor Gary S. Collins, Laura Kirton +17 · 1 voice · 2 citations
Medicine · Computer Science · Decision Sciences · #Sepsis Diagnosis and Treatment #Machine Learning in Healthcare #Meta-analysis and systematic reviews
- CONSORT 2025 statement: Updated guideline for reporting randomised trials
2025/04/14 by Sally Hopewell, An‐Wen Chan, Professor Gary S. Collins +36 · 1 voice · 4 citations
Decision Sciences · Health Professions · Medicine · #Ethics in Clinical Research #Health Policy Implementation Science #Meta-analysis and systematic reviews
- Reporting guideline for chatbot health advice studies: the Chatbot Assessment Reporting Tool (CHART) statement
2025/08/01 by The CHART Collaborative, Bright Huo, Professor Gary S. Collins +44 · 1 voice · 1 citation
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Ethics in Clinical Research #Machine Learning in Healthcare