A framework for meta-analysis of prediction model studies with binary and time-to-event outcomes
Debray, Thomas PA, Damen, Johanna AAG, Riley, Richard D, Snell, Kym, Reitsma, Johannes B, Hooft, Lotty, Collins, Gary S, Moons, Karel GM·2019·Statistical Methods in Medical Research
Cited by (270)
Items 101–200 of 270
- Predictive value of machine learning for the risk of acute kidney injury (AKI) in hospital intensive care units (ICU) patients: a systematic review and meta-analysisYuan Hong Du, Cheng-Jing Guan, Lin Yu Li · 2023 · PeerJ
- Performance of radiomics in the differential diagnosis of parotid tumors: a systematic reviewYilin Rao, Yuxi Ma, Jinghan Wang · 2024 · Frontiers in Oncology
- Prognostic models predicting transition to psychotic disorder using blood-based biomarkers: a systematic review and critical appraisalJonah F. Byrne, D. Mongan, Jennifer Murphy, C. Healy, M. Föcking, M. Cannon, David R. Cotter · 2023 · medRxiv
- Transforming evidence synthesis: A systematic review of the evolution of automated meta-analysis in the age of AILingbo Li, A. Mathrani, Teo Sušnjak · 2025 · Research Synthesis Methods
- The value of machine learning in preoperative identification of lymph node metastasis status in endometrial cancer: a systematic review and meta-analysisZhonglian Ren, Banghong Chen, Changying Hong · 2023 · Frontiers in Oncology
- Clinical impact of MRI-based risk calculators for prostate cancer diagnosis: a systematic review and meta-analysisCiarán Courtney O’Toole, Nancy Fosua Boakye, Ailish Hannigan, Amirhossein Jalali · 2025 · Prostate Cancer and Prostatic Diseases
- Clinical First-Trimester Prediction Models for Gestational Diabetes Mellitus: A Systematic Review and Meta-AnalysisQifang Huang, Yin-Chu Hu, Chong-Kun Wang, Jing Huang, Meidi Shen, Lihua Ren · 2022 · Biological Research For Nursing
- Early Predictive Accuracy of Machine Learning for Hemorrhagic Transformation in Acute Ischemic Stroke: Systematic Review and Meta-AnalysisBenqiao Wang, Bohao Jiang, Dan Liu, Ruixia Zhu · 2025 · Journal of Medical Internet Research
- Validity of the models predicting 10-year risk of cardiovascular diseases in Asia: A systematic review and prediction model meta-analysisMahin Nomali, Davood Khalili, Mehdi Yaseri, Mohammad Alì Mansournia, Aryan Ayati, Hossein Navid, Saharnaz Nedjat · 2023 · PLoS ONE
- Palliative prognostic scores for survival prediction of cancer patients: a systematic review and meta-analysisSi Qi Yoong, Priyanka Bhowmik, Sreerag Kapparath, Davina C. Porock · 2024 · JNCI Journal of the National Cancer Institute
- A brief step-by-step guide on conducting a systematic review and meta-analysis of prognostic model studiesDaniel G. Rayner, Ben YB Kim, Farid Foroutan · 2024 · Journal of Clinical Epidemiology
- Prediction of incident chronic kidney disease in community-based electronic health records: a systematic review and meta-analysisMohammad Haris, Keerthenan Raveendra, Christoforos K Travlos, Andrew J P Lewington, Jianhua Wu, Farag Shuweihdi, Ramesh Nadarajah, Chris P Gale · 2024 · Clinical Kidney Journal
- Machine Learning for the Early Prediction of Delayed Cerebral Ischemia in Patients With Subarachnoid Hemorrhage: Systematic Review and Meta-AnalysisHaofuzi Zhang, Peng Zou, Peng Luo, Xiaofan Jiang · 2025 · Journal of Medical Internet Research
- Predictive value of machine learning in diagnosing cognitive impairment in patients with Parkinson’s disease: a systematic review and meta-analysisMenghan Sun, Ting Yan, Ruijun Liu, Xueman Zhao, Xiangyu Zhou, Yingjuan Ma, Jichao Jia · 2022 · Annals of Palliative Medicine
- Use and performance of machine learning models for type 2 diabetes prediction in clinical and community care settings: Protocol for a systematic review and meta-analysis of predictive modeling studiesKushan De Silva, Joanne Enticott, Christopher Barton, Andrew Benjamin Forbes, Sajal Kumar Saha, Rujuta Nikam · 2021 · Digital Health
- The Safety INdEx of Prehospital On Scene Triage (SINEPOST) study: The development and validation of a risk prediction model to support ambulance clinical transport decisions on-sceneJamie Miles, Richard Jacques, Richard Campbell, Janette Turner, Suzanne M Mason · 2022 · PLoS ONE
- Machine Learning vs Traditional Approaches to Predict All-Cause Mortality for Acute Coronary Syndrome: A Systematic Review and Meta-analysisAashray K. Gupta, Cecil Mustafiz, Daud Mutahar, Ammar Zaka, Razeen Parvez, Naim Mridha, Brandon Stretton, Joshua G. Kovoor, Stephen Bacchi, Fabio Ramponi et al. · 2025 · Canadian Journal of Cardiology
- The Application Status of Radiomics-Based Machine Learning in Intrahepatic Cholangiocarcinoma: Systematic Review and Meta-AnalysisLan Xu, Zian Chen, Dan Zhu, Yingjun Wang · 2025 · Journal of Medical Internet Research
- Individualised risk prediction model for exacerbations in patients with severe asthma: protocol for a multicentre real-world risk modelling studyTae Yoon Lee, Mohsen Sadatsafavi, Chandra Prakash Yadav, David Brendan Price, Richard W. Beasley, Christer Janson, Mariko Siyue Koh, Rupsa Roy, Wenjia Chen · 2023 · BMJ Open
- Machine learning prediction of motor function in chronic stroke patients: a systematic review and meta-analysisQinglin Li, Lei Chi, Weiying Zhao, Lei Wu, Chuanxu Jiao, Xue Zheng, Kaiyue Zhang, Xiaoning Li · 2023 · Frontiers in Neurology
- From Algorithms to Clinical Utility: A Systematic Review of Individualized Risk Prediction Models for Colorectal CancerDeborah Jael Herrera, Wessel van de Veerdonk, Daiane Maria Seibert, Moges Muluneh Boke, Claudia Gutiérrez‐Ortiz, Nigus Bililign Yimer, Karen Feyen, Allegra Ferrari, Guido F. Van Hal · 2023 · Gastrointestinal Disorders
- Accuracy of machine learning in identifying candidates for total knee arthroplasty (TKA) surgery: a systematic review and meta-analysisCong Tian, Haifeng Chen, Wenhui Shao · 2025 · European journal of medical research
- Risk prediction models for ovarian hyperstimulation syndrome: a systematic review and meta-analysisJinghui Liu, Fangli Liu, Wenqi Xu, Luwen Zhang, Qingmi Tian, Li Du, Siyuan Li, Mingyang Zhang · 2025 · BMC Pregnancy and Childbirth
- Diagnostic accuracy of machine learning for endometriosis: a systematic review and meta-analysisBingyi Zhang, Xiaoli Lv, Dan Li, Longtao Zhang, Ziyang Ru, Yuxia Ma · 2026 · Frontiers in Endocrinology
- Accuracy of radiomics in the diagnosis and preoperative high-risk assessment of endometrial cancer: a systematic review and meta-analysisJunmei He, Yurong Liu, Jinzhu Li · 2024 · Frontiers in Oncology
- Development and performance of female breast cancer incidence risk prediction models: a systematic review and meta-analysisLiyuan Liu, Peng Zhou, Lijuan Hou, Chunyu Kao, Ziyu Zhang, Di Wang, Lixiang Yu, Fei Wang, Yongjiu Wang, Zhigang Yu · 2025 · Annals of Medicine
- Performance of prediction models for COVID-19: the Caudine Forks of the external validationG. Martin, M. Sperrin, G. Sotgiu · 2020 · European Respiratory Journal
- Clinical efficacy of adjuvant treatments for patients with resected biliary tract cancer: a systematic review and network meta-analysisYe Chen, Baoxia Zhang, Chang Xin Liu · 2022 · BMJ Open
- Evaluating the Inaccuracy of the National Surgical Quality Improvement Project Surgical Risk Calculator in Plastic Surgery: A Meta-analysis of Short-Term Predicted ComplicationsMarten N. Basta, Vinay P. Rao, Marcelo L Paiva, Paul Y. Liu, Albert S. Woo, John Patrick Fischer, Karl H. Breuing · 2022 · Annals of Plastic Surgery
- Prediction models for ischemic stroke and bleeding in dialysis patients: a systematic review and meta-analysisChristoforos K Travlos, Adario Chirgwin-Dasgupta, Emilie Trinh, Allan D. Sniderman, Ahsan Alam, Thomas A. Mavrakanas · 2024 · Clinical Kidney Journal
- Accuracy of Radiomics in the Identification of Extrathyroidal Extension and BRAFV600E Mutations in Papillary Thyroid Carcinoma: A Systematic Review and Meta-analysisYan Liu, Ling Xiang, Fei‐Fei Liu · 2025 · Academic Radiology
- Diagnosis accuracy of machine learning for idiopathic pulmonary fibrosis: a systematic review and meta-analysisCong Li, Ying‐Yeh Chen, Xiaolei He · 2025 · European journal of medical research
- Early Prediction of Mortality Risk in Acute Respiratory Distress Syndrome: Systematic Review and Meta-AnalysisRuimin Tan, Chen Ge, Zhe Li, Yating Yan, He Guo, Wenjing Song, Qiong Zhu, Quansheng Du · 2025 · Journal of Medical Internet Research
- Predictive Value of Machine Learning in Knee Osteoarthritis Progression: Systematic Review and Meta-AnalysisYanwen Liu, Guangzhi Xiao, Youqun Zhang, Xinyi Wang, Junfeng Jia, Aiguo Xie, Zhaohui Zheng, Kui Zhang · 2025 · Journal of Medical Internet Research
- Prediction of frailty in community older adults based on machine learning: a systematic review and meta-analysisYifan Ou, Dandan Jiang, P. Li, Wen Zhang, Yutong Zhou, Yao Chen, Xinhong Yin · 2026 · Frontiers in Public Health
- Enhanced dynamic risk stratification of smoldering multiple myelomaFloris Chabrun, Daniel S. Schwartz, Susanna Gentile et al. · 2026 · Nature Medicine
- Prognostic models for prediction of perioperative allogeneic red blood cell transfusion in adult cardiac surgery: A systematic review and meta‐analysisRaf Van den Eynde, Anniek Vrancken, Ruben Foubert, Krizia Tuand, Thomas Vandendriessche, An Schrijvers, Peter Verbrugghe, Timothy Devos, Ben VAN CALSTER, Steffen Rex · 2024 · Transfusion
- Using Numerical Methods to Design Simulations: Revisiting the Balancing InterceptSarah E. Robertson, Jon Arni Steingrimsson, Issa J Dahabreh · 2021 · American Journal of Epidemiology
- From simple factors to artificial intelligence: evolution of prognosis prediction in childhood cancer: a systematic review and meta-analysisPetra Varga, Mahmoud Obeidat, Vanda Máté et al. · 2024 · EClinicalMedicine
- Methodological issues in radiomics: impact on accuracy of MRI for predicting response to neoadjuvant chemotherapy in breast cancerSofia Netti, Oriana D’Ecclesiis, Federica Corso et al. · 2024 · European Radiology
- The accuracy of Machine learning in the prediction and diagnosis of diabetic kidney Disease: A systematic review and Meta-AnalysisChangmao Dai, Xiaolan Sun, Jia Xu, Maojun Chen, Wei Chen, Xueping Li · 2025 · International Journal of Medical Informatics
- The diagnostic value of electrocardiogram-based machine learning in long QT syndrome: a systematic review and meta-analysisMinjuan Wu, Wen-Qin Wang, Wei Zhang, Junhua Li, Xingwei Zhang · 2023 · Frontiers in Cardiovascular Medicine
- The efficacy of the National Surgical Quality Improvement Program surgical risk calculator in head and neck surgery: A meta‐analysisJacob Harris, Vinayak S. Ahluwalia, Katherine H. Xu, Dominic J. Romeo, Christian G. Fritz, Karthik Rajasekaran · 2024 · Head & Neck
- Clinical predictive models for recurrence and survival in treated laryngeal and hypopharyngeal cancer: a systematic review and meta-analysisAhmad Kamal Abou-Foul, Janine Dretzke, Esther Albon, Caroline Kristunas, David Moore, Andreas Karwath, Georgios V. Gkoutos, Hisham Mohamed Mehanna, Paul Nankivell · 2024 · Frontiers in Oncology
- Comparison of models to predict incident chronic liver disease: a systematic review and external validation in Chinese adultsXue Cong, Shuyao Song, Y. Li, Kaiyang Song, Cameron MacLeod, Yujie Cheng, Jun Lv, Canqing Yu, Dianjianyi Sun, Pei Pei et al. · 2024 · BMC Medicine
- How to use statistical models and methods for clinical predictionGiuliana Cortese · 2020 · Annals of Translational Medicine
- Prognostic models for predicting clinical disease progression, worsening and activity in people with multiple sclerosisBegüm Irmak Ön, Kelly A. Reeve, Joachim B. Havla, Jacob Burns, Martina Gosteli, Andreas Lutterotti, Sven Schippling, Ulrich Mansmann, Ulrike Held · 2020 · Cochrane Database of Systematic Reviews
- THE STATIC CORROSION OF NICKEL AND OTHER MATERIALS IN MOLTEN CAUSTIC SODAJ.N. Gregory, Nicholas A. Hodge, J.V.G. Iredale · 1956 · OpenGrey (Institut de l'Information Scientifique et Technique)
- Risk factors and early prediction of pancreatic cancer among patients with diabetes mellitus: a systematic review and meta-analysisHaoru Cong, Jiamei Song, Le Liu · 2025 · Frontiers in Endocrinology
- Application of Machine Learning for Patients With Cardiac Arrest: Systematic Review and Meta-AnalysisShengfeng Wei, Xiangjian Guo, Shuaibo He, Chunhua Zhang, Zhizhuan Chen, Jianmei Chen, Yanmei Huang, Fan Zhang, Qiangqiang Liu · 2025 · Journal of Medical Internet Research
- Prognostic models for radiation-induced complications after radiotherapy in head and neck cancer patientsToshihiko Takada, Johanna AAG Damen, Makbule Tambaş, René Spijker, Roel J.H.M. Steenbakkers, Marjan Sharabiani, E. Clementel, Johannes Albertus Langendijk, Karel G.M. Moons, Ewoud Schuit · 2021 · Cochrane Database of Systematic Reviews
- Prediction Models for Prognosis of Hypoglycemia in Patients with Diabetes: A Systematic Review and Meta-AnalysisYi Wu, Ruxue Li, Yating Zhang, Tianxue Long, Qi Zhang, Mingzi Li · 2022 · Biological Research For Nursing
- Clinical prediction models for multidrug-resistant organism colonisation or infection in critically ill patients: a systematic review protocolYi Wang, Yanyan Xiao, Qidi Yang, Fang Wang, Ying Wang, Cui Yuan · 2022 · BMJ Open
- Towards Automated Meta-Analysis of Clinical Trials: An OverviewStella C. Christopoulou · 2023 · BioMedInformatics
- Prognostic models for predicting relapse or recurrence of depressionAndrew Stephen Moriarty, Nick Meader, Simon M. Gilbody, Carolyn Anne Chew-Graham, Rachel C. Churchill, Shehzad Ali, Robert S Phillips, Richard D Riley, Dean McMillan · 2019 · Cochrane Database of Systematic Reviews
- Clustered flexible calibration plots for binary outcomes using random effects modelingLasai Barreñada, B. De Cock, Laure Wynants, Ben VAN CALSTER · 2025 · Research Synthesis Methods
- Risk prediction models for blood transfusion in patients undergoing total hip and knee arthroplasty: a systematic review and meta-analysisXiaoya Liu, Mengyao Liu, Yuxia Yang, Chen Yue, Yanfeng Tang, Dongdong Xie, Qi Gao, Xiaolong Wu, Jiayi Guo · 2026 · Annals of Medicine
- Prevalence, risk factors, and early prediction of cognitive impairment in patients with diabetes mellitus: a systematic review and meta-analysisQin Qin, Le Chen, Jingjing Wang, Luqing Zheng, Juan Zhao · 2026 · Frontiers in Endocrinology
- Predictive value of machine learning for PD-L1 expression in NSCLC: a systematic review and meta-analysisTing Zheng, Xingxing Li, Li Zhou, Jianjiang Jin · 2025 · World Journal of Surgical Oncology
- Accuracy of Machine Learning in Predicting Post‐Stroke Depression: A Systematic Review and Meta‐AnalysisHusile Husile, Qinglin Bao, Sarula Sarula, Chu La, Wujisiguleng Wujisiguleng, Siqintu Siqintu, Temuqile Temuqile · 2025 · Brain and Behavior
- Evidence-Based Utilization of Prognostic Prediction Models in Cardiovascular MedicineNaotsugu Iwakami, Toshiyuki Nagai, Toshi A. Furukawa, Kunihiro Nishimura, Toshihisa Anzai · 2019 · Circulation Reports
- Propensity‐based standardization to enhance the validation and interpretation of prediction model discrimination for a target populationValentijn M. T. de Jong, Jeroen Hoogland, Karel G.M. Moons, Richard D Riley, Tri‐Long Nguyen, Thomas P. A. Debray · 2023 · Statistics in Medicine
- Machine learning-based diagnosis and prognosis of IgAN: A systematic review and meta-analysisKaiting Zhuang, Wenjuan Wang, Cheng Xu, Xinru Guo, Xuejing Ren, Yanjun Liang, Zhi-Yu Duan, Yanqi Song, Yifan Zhang, Guangyan Cai · 2024 · Heliyon
- Risk prediction models for adverse drug reactions and adverse drug events in older adults—a systematic review and meta-analysisNicole Cosgrave, Sooad Saleh, Woei Shan Ong, Juliane Frydenlund, David James Williams, Caitríona Cahir · 2024 · European Journal of Clinical Pharmacology
- Novel approach to meta-analysis of tests and clinical prediction rules with three or more risk categoriesMark H. Ebell, Mary E. Walsh, Fiona Boland, Brian McKay, Tom P Fahey · 2021 · BMJ Open
- Development and External Validation of Individualized Prediction Models for Pain Intensity Outcomes in Patients With Neck Pain, Low Back Pain, or Both in Primary Care SettingsLucinda Archer, Kym I E Snell, Siobhán M Stynes, Iben Axén, Kate M. Dunn, Nadine Elizabeth Foster, Gwenllian Wynne‐Jones, Daniëlle van der Windt, Jonathan Charles Hill · 2023 · Physical Therapy
- Current status and quality of radiomics studies for predicting outcome in acute ischemic stroke patients: a systematic review and meta-analysisJinfen Kong, D.-F. Zhang · 2024 · Frontiers in Neurology
- metamisc: Meta-Analysis of Diagnosis and Prognosis Research StudiesThomas P. A. Debray, Valentijn M. T. de Jong · 2012
- Meta-analysisBetsy Jane Becker, Christopher Glen Thompson · 2022 · Elsevier eBooks
- Genetic vulnerability and adverse mental health outcomes following mild traumatic brain injury: a meta-analysis of CENTER-TBI and TRACK-TBI cohortsMart Kals, Lindsay Wilson, Daniel F. Levey, Livia Parodi, Ewout Willem Steyerberg, Sylvia T. Richardson, Feng He, Xiaoying Sun, Sonia Jain, Aarno V. Palotie et al. · 2024 · EClinicalMedicine
- Predictive Value of Machine Learning for the Risk of In‐Hospital Death in Patients With Heart Failure: A Systematic Review and Meta‐AnalysisLiyuan Yan, Jinlong Zhang, Le Chen, Zongcheng Zhu, Xiaodong Sheng, Guanqun Zheng, Jiamin Yuan · 2024 · Clinical Cardiology
- Predicting residual pain after vertebral augmentation in vertebral compression fractures: a systematic review and critical appraisal of risk prediction modelsSiyi Wang, Mingpeng Shi, Xue Lei Zhou, Jianan Yu, Mingze Han, Xianshuai Zhang, Zhenhua Li, Xinhua Chen · 2025 · BMC Musculoskeletal Disorders
- Machine learning for the prediction of acute kidney injury post cardiac surgery: a systematic review and meta-analysisRaja Ahsan Aftab, Zirwa Asim Butt, Baharudin Ibrahim · 2026 · BMC Medical Informatics and Decision Making
- Accuracy of machine learning in the preoperative identification of ovarian borderline tumors: a meta-analysisL. Qi, X. Li, Yong Sook Yang, Mingfang Zhao, A. Lin, Li Ma · 2024 · Clinical Radiology
- Prediction of atrial fibrillation after a stroke event: A systematic review with meta-analysisAnna Helbitz, Mohammad Haris, Tanina Younsi, Elizabeth Romer, W. R. Ginks, Keerthenan Raveendra, Chris Hayward, Farag Shuweihdi, Harriet Larvin, Alan Cameron et al. · 2025 · Heart Rhythm
- Head-to-head comparison of the RMI and ADNEX models to estimate the risk of ovarian malignancy: a systematic review and meta-analysis of external validation studiesLasai Barreñada, Ashleigh Ledger, Agnieszka Kotlarz, Paula Dhiman, Professor Gary S. Collins, Laure Wynants, Jan Yvan Jos Verbakel, Lil Valentin, Dirk Timmerman, Ben VAN CALSTER · 2025 · BMJ Open
- Accounting for time dependency in meta‐analyses of concordance probability estimatesMatthias C. Schmid, Tim Friede, Nadja Klein, Leonie Weinhold · 2023 · Research Synthesis Methods
- Musculoskeletal Health and Work: Development and Internal–External Cross-Validation of a Model to Predict Risk of Work Absence and Presenteeism in People Seeking Primary HealthcareLucinda Archer, George Peat, Kym I E Snell, Jonathan Charles Hill, Kate M. Dunn, Nadine Elizabeth Foster, Annette Bishop, Daniëlle van der Windt, Gwenllian Wynne‐Jones · 2024 · Journal of Occupational Rehabilitation
- Early diagnostic value of home video–based machine learning in autism spectrum disorder: a meta-analysisLongjie Jin, Hualei Cui, Peiyuan Zhang, Chunquan Cai · 2024 · European Journal of Pediatrics
- Performance of Machine Learning in Diagnosing KRAS (Kirsten Rat Sarcoma) Mutations in Colorectal Cancer: Systematic Review and Meta-AnalysisKaixin Chen, Yin Qu, Ye Ri Han, Yan Li, Huiyan Gao, De Zheng · 2025 · Journal of Medical Internet Research
- Performance of radiomics in preoperative determination of malignant potential and Ki-67 expression levels in gastrointestinal stromal tumors: a systematic review and meta-analysisChengyu Sun, Enguo Fan, Luqiao Huang · 2024 · Acta Radiologica
- The accuracy of radiomics in diagnosing tumor deposits and perineural invasion in rectal cancer: a systematic review and meta-analysisXuewu Liu, Lin Feng, Danni Li, Nan Lei · 2025 · Frontiers in Oncology
- Evaluating the predictive value of clinical models for HBV-related hepatocellular carcinoma: A meta-analysisLong Huang, Lu-Huai Feng, Lu Yang, Bobin Hu, Haiping Liang, Aoli Ren, Hang Wang, Wenming He, Caifang Deng, Minghua Su et al. · 2025 · Frontiers in Medicine
- Clinical prediction models to guide treatment of periprosthetic joint infections: a systematic review and meta-analysisElise R. Naufal, Cade Shadbolt, Marjan Wouthuyzen‐Bakker, Siddharth Rele, Srujana Sahebjada, Sharmala Thuraisingam, Sina Babazadeh, Peter Choong, Michelle M. Dowsey · 2025 · Journal of Hospital Infection
- Predicting hypotension, syncope, and fracture risk in patients indicated for antihypertensive treatment: the STRATIFY modelsConstantinos Koshiaris, Ariel Wang, Lucinda Archer, Richard D Riley, Kym I E Snell, Richard Stevens, Amitava Banerjee, Subhashisa Swain, Andrew Paul Clegg, Christopher Elles Clark et al. · 2025 · Nature Communications
- Predictive Performance of Radiomics-Based Machine Learning for Colorectal Cancer Recurrence Risk: Systematic Review and Meta-AnalysisYuan Sun, Bo Li, Chuanlan Ju, Liming Hu, Huiyi Sun, Jing An, Tae-Hun Kim, Zhijun Bu, Zeyang Shi, Jianping Liu et al. · 2025 · JMIR Medical Informatics
- Machine learning methods for the detection and prediction of cognitive impairment in Parkinson’s disease: a systematic review and meta-analysisHong Xiang Jiang, Xinling Yang, Wenxing Wang, Lin Jiang, Xiao’e Jiang · 2025 · Frontiers in Aging Neuroscience
- Machine Learning for Predicting Venous Thromboembolism After Joint Arthroplasty: Systematic Review of Clinical Applicability and Model PerformanceJunwei Ma, Huifen Tang, Yunshan Zhang, Xuemei Yi, Tangsheng Zhong, Xinyun Li, Gang Wang · 2025 · JMIR Medical Informatics
- Interpretable Deep Learning for Pancreatic Cancer Diagnosis Using TabNet and SHapley Additive ExplanationsG. Prasad Babu, Annaluri Durgabhavani, Balaiah Gudipudi, Kathi Chandra Mouli, Bola Sasidhar, Moganti Dattatreya · 2025 · International Conference on Electronic Circuits and Signaling Technologies (ICECST)
- Risk prediction models for postmenopausal osteoporosis: a systematic review and meta-analysis studyLingjia Li, Xiangzhou Lan, Weike Zeng, Yujiao Xu, Qing Chen · 2026 · BMC Musculoskeletal Disorders
- The Predictive Value of Machine Learning for Postoperative Delirium in Cardiac Surgery: Systematic Review and Meta-AnalysisYi Guo, Hong Xu, Ankui Wang · 2026 · Journal of Medical Internet Research
- Community-based prediction models of cardiovascular events, acute exacerbations and all-cause mortality in individuals with chronic obstructive pulmonary disease: a systematic review and meta-analysis on behalf of the International Cardiovascular and Respiratory AllianceTobin Joseph, Keerthenan Raveendra, Mohammad Haris, Jasmin Kirupananthan, Amaan Aslam, Alexandra Mircescu, Ashmit Bhardwaj, Aidan Wong, Ramesh Nadarajah, David Brendan Price et al. · 2026 · BMJ Open Respiratory Research
- Artificial intelligence–based prognostic models in acute myeloid leukemia: systematic review and meta-analysisXiaoyi Zhang, Na Xiao, Simo Du, Manasa Anipindi, CHO-Hao Lee, Toru Yoshino, Aditya Anand, Li Xiao, Abhishek Kumar · 2026 · Blood Neoplasia
- Prediction models for CAR-T Cell therapy-related adverse events in hematologic malignancies: a systematic review and meta-analysisLinrui Ye, Luqing Liao, Lulu Wang, Xuejian Zhao, Jitao Zeng, Xuehu Xu · 2026 · BMC Cancer
- Machine learning prediction models for intravenous immunoglobulin resistance in Kawasaki disease: a meta-analysisChuankun Zhang, Yongle Zhao, Yangzhongyi Liu · 2026 · BMC Medical Informatics and Decision Making
- Prognostic models for predicting recurrence and survival in women with endometrial cancerYee-Loi Louise Wan, Iman El Sayed, Thomas D. J. Walker, Bryn Russell, Ellena Badrick, Alexandra McAleenan, Richard John Edmondson, Emma Jayne Crosbie · 2021 · Cochrane Database of Systematic Reviews
- External validation of geriatric influenza death score: A multicenter studyYuan S. Kao, Wei‐Jing Lee, Kang‐Ting Tsai · 2023 · PLoS ONE
- Prediction Models for Perioperative Blood Transfusion in Patients Undergoing Gynecologic Surgery: A Systematic ReviewZhong-Mian Pan, Kittipat Charoenkwan · 2024 · Diagnostics
- Research inefficiencies in external validation studies of the Framingham Wilson coronary heart disease risk rule: A systematic reviewJong-Wook Ban, Lucy Abel, Richard Stevens, Rafael Perera · 2024 · PLoS ONE
- Predictive Value of Machine Learning Models for Cerebral Edema Risk in Stroke Patients: A Meta‐AnalysisQi Deng, Yu Yang, Hongyu Bai, Fei Li, Wenluo Zhang, Rong He, Yuming Li · 2025 · Brain and Behavior