Systematic review and critical appraisal of prediction models for diagnosis and prognosis of COVID-19 infection

Cites (433)

Items 201–400 of 472

1. Development and validation of a 30-day mortality index based on pre-existing medical administrative data from 13,323 COVID-19 patients: The Veterans Health Administration COVID-19 (VACO) Index
   Joseph T. King, James Seungwon Yoon, Christopher T. Rentsch, Janet P. Tate, Lesley S. Park, Farah Kidwai‐Khan, Melissa Skanderson, Ronald George Hauser, Daniel Jacobson, Joseph Erdos et al. · 2020 · PLoS ONE
2. Derivation and validation of a clinical severity score for acutely ill adults with suspected COVID-19: the PRIEST observational cohort study
   Goodacre, Steve, Thomas, Ben, Sutton, Laura, Burnsall, Matthew, Lee, Ellen, Bradburn, Mike, Loban, Amanda, Waterhouse, Simon, Simmonds, Richard, Biggs, Katie et al. · 2021 · PLOS ONE
3. A Fully Automatic Deep Learning System for COVID-19 Diagnostic and Prognostic Analysis
   Shuo Wang, Yunfei Zha, Weimin Li et al. · 2020 · medRxiv
4. Combined use of the neutrophil-to-lymphocyte ratio and CRP to predict 7-day disease severity in 84 hospitalized patients with COVID-19 pneumonia: a retrospective cohort study
   Yue‐Ping Liu, Gaoming Li, Jun He, Ying Liu, Min Li, Rui Zhang, Yalan Li, Yazhou Wu, Bo Diao · 2020 · Annals of Translational Medicine
5. A COVID-19 Risk Assessment Decision Support System for General Practitioners: Design and Development Study
   Ying Liu, Zhixiao Wang, Jingjing Ren, Yu Tian, Min Zhou, Tianshu Zhou, Kangli Ye, Yinghao Zhao, Yunqing Qiu, Jingsong Li · 2020 · Journal of Medical Internet Research
6. Symptom Criteria for COVID‐19 Testing of Heath Care Workers
   Brian M. Clemency, Renoj Varughese, Danielle K. Scheafer, Brian Ludwig, Jacob V. Welch, Robert F. McCormack, Chang‐Xing Ma, Nan Nan, Theresa Giambra, Thomas A. Raab · 2020 · Academic Emergency Medicine
7. Developing and validating COVID-19 adverse outcome risk prediction models from a bi-national European cohort of 5594 patients
   Espen Jimenez‐Solem, Tonny Studsgaard Petersen, Casper Hansen, Christian Hansen, Christina Lioma, Christian Igel, Wouter Boomsma, Oswin Krause, Stephan Sloth Lorenzen, Raghavendra Selvan et al. · 2021 · Scientific Reports
8. Systematic review and meta-analysis of predictive symptoms and comorbidities for severe COVID-19 infection
   Vardhmaan Jain, Jin-Min Yuan · 2020 · medRxiv
9. Development and validation of a risk factor-based system to predict short-term survival in adult hospitalized patients with COVID-19: a multicenter, retrospective, cohort study
   Shuai Zhang, Mengfei Guo, Limin Duan, Feng Wu, Guorong Hu, Zhihui Wang, Qi Huang, Tingting Liao, Juanjuan Xu, Yanling Ma et al. · 2020 · Critical Care
10. Mortality prediction model for the triage of COVID-19, pneumonia, and mechanically ventilated ICU patients: A retrospective study
    Logan Ryan, Carson Lam, Samson J. Mataraso, Angier O. Allen, Abigail Green‐Saxena, Emily Pellegrini, Jana L. Hoffman, Christopher Barton, Andrea McCoy, Ritankar Das · 2020 · Annals of Medicine and Surgery
11. COVID‐19 fatality prediction in people with diabetes and prediabetes using a simple score upon hospital admission
    Harald Sourij, Faisal Aziz, Alexander Bräuer, Christian Ciardi, Martin Clodi, Peter Fasching, Mario Karolyi, Alexandra Kautzky‐Willer, Carmen Klammer, Oliver Malle et al. · 2020 · Diabetes Obesity and Metabolism
12. Development and validation of a prognostic model based on comorbidities to predict COVID-19 severity: a population-based study
    Francisco Gudé, Carmen Fernández‐Merino, Lucía Ferreiro, Óscar Lado‐Baleato, Jenifer Espasandín-Domínguez, Xurxo Hervada, Carmén Cadarso-Suárez, Luís Valdés · 2020 · International Journal of Epidemiology
13. Machine learning in predicting respiratory failure in patients with COVID-19 pneumonia—Challenges, strengths, and opportunities in a global health emergency
    Davide Ferrari, Jovana Milić, Roberto Tonelli, Francesco Ghinelli, Marianna Meschiari, Sara Volpi, Matteo Faltoni, Giacomo Franceschi, Vittorio Iadisernia, Dina Yaacoub et al. · 2020 · PLoS ONE
14. An Artificial Intelligence Model to Predict the Mortality of COVID-19 Patients at Hospital Admission Time Using Routine Blood Samples: Development and Validation of an Ensemble Model
    Hoon Ko, Heewon Chung, Wu Seong Kang, Chul Park, Dowan Kim, Seong Eun Kim, Chi Ryang Chung, Ryoung‐Eun Ko, Hooseok Lee, Jae Ho Seo et al. · 2020 · Journal of Medical Internet Research
15. A multipurpose machine learning approach to predict COVID-19 negative prognosis in São Paulo, Brazil
    Fernando Timoteo Fernandes, Tiago Almeida de Oliveira, Cristiane Esteves Teixeira, André Filipe de Moraes Batista, Gabriel Dalla Costa, Alexandre Dias Porto Chiavegatto Filho · 2021 · Scientific Reports
16. Severity Scores in COVID-19 Pneumonia: a Multicenter, Retrospective, Cohort Study
    Arturo Artero, Manuel Madrazo, Mar Fernández‐Garcés, Antonio Muiño Míguez, Andrés González García, Anxela Crestelo Vieitez, Elena García Guijarro, E. M. Fonseca Aizpuru, Miriam García Gómez, María Areses Manrique et al. · 2021 · Journal of General Internal Medicine
17. End-to-end automatic differentiation of the coronavirus disease 2019 (COVID-19) from viral pneumonia based on chest CT
    Jiangdian Song, Hongmei Wang, Yuchan Liu, Wenqing Wu, Gang Dai, Zongshan Wu, Puhe Zhu, Wei Zhang, Kristen W. Yeom, Kexue Deng · 2020 · European Journal of Nuclear Medicine and Molecular Imaging
18. Clinical risk score to predict in-hospital mortality in COVID-19 patients: a retrospective cohort study
    Carlo Fumagalli, Renzo Rozzini, Matteo Vannini, Flaminia Coccia, Giulia Cesaroni, Francesca Mazzeo, Maria Cola, Alessandro Bartoloni, Paolo Fontanari, Federico Lavorini et al. · 2020 · BMJ Open
19. Integrative analysis for COVID-19 patient outcome prediction
    Hanqing Chao, Xi Fang, Jiajin Zhang, Fatemeh Homayounieh, Chiara Daniela Arru, Subba Rao Digumarthy, Rosa Babaei, Hadi Karimi Mobin, Iman Mohseni, Luca Saba et al. · 2020 · Medical Image Analysis
20. A Novel Triage Tool of Artificial Intelligence-Assisted Diagnosis Aid System for Suspected COVID-19 Pneumonia in Fever Clinics
    Cong Feng, Lili Wang, Xin Chen et al. · 2020 · medRxiv
21. Personalized Predictive Models for Symptomatic COVID-19 Patients Using Basic Preconditions: Hospitalizations, Mortality, and the Need for an ICU or Ventilator
    Salomón Wollenstein-Betech, Christos G. Cassandras, Ioannis Ch. Paschalidis · 2020 · International Journal of Medical Informatics
22. Predicting In‐Hospital Mortality in COVID ‐19 Older Patients with Specifically Developed Scores
    Marcello Covino, Giuseppe De Matteis, Maria Livia Burzo, Andrea Russo, Forte Evelina, Annamaria Carnicelli, Andrea Piccioni, Benedetta Simeoni, Antonio Gasbarrini, Francesco Franceschi et al. · 2020 · Journal of the American Geriatrics Society
23. Deep learning for predicting COVID-19 malignant progression
    Cong Fang, Song Bai, Qianlan Chen et al. · 2020 · medRxiv
24. Artificial intelligence-enabled rapid diagnosis of COVID-19 patients
    Xueyan Mei, Hao-Chih Lee, Kaiyue Diao et al. · 2020 · medRxiv
25. Intensive Care Risk Estimation in COVID-19 Pneumonia Based on Clinical and Imaging Parameters: Experiences from the Munich Cohort
    Egon Burian, Friederike Jungmann, Georgios A. Kaissis, Fabian Karl Lohöfer, Christoph D. Spinner, Tobias Lahmer, Matthias Treiber, Michael Dommasch, Gerhard H. Schneider, Fabian Geisler et al. · 2020 · Journal of Clinical Medicine
26. ANDC: an early warning score to predict mortality risk for patients with Coronavirus Disease 2019
    Zhihong Weng, Qiaosen Chen, Sumeng Li, Huadong Li, Qian Zhang, Sihong Lu, Li Wu, Leiqun Xiong, Bobin Mi, Di Liu et al. · 2020 · Journal of Translational Medicine
27. Clinical characteristics and risk factors for symptomatic venous thromboembolism in hospitalized COVID‐19 patients: A multicenter retrospective study
    Jun‐Ying Li, Hong‐Fei Wang, Ping Yin, Di Li, Di‐Le Wang, Peng Peng, Weihua Wang, Lan Wang, Xiaowei Yuan, Jin‐Yuan Xie et al. · 2021 · Journal of Thrombosis and Haemostasis
28. The utility of MEWS for predicting the mortality in the elderly adults with COVID-19: a retrospective cohort study with comparison to other predictive clinical scores
    Lichun Wang, Qingquan Lv, Xiaofei Zhang, Binyan Jiang, Enhe Liu, Chaoxing Xiao, Xinyang Yu, Chunhua Yang, Lei Chen · 2020 · PeerJ
29. Development and Prospective Validation of a Deep Learning Algorithm for Predicting Need for Mechanical Ventilation
    Supreeth Prajwal Shashikumar, Gabriel Wardi, Paulina Paul, Paulina Paul, Morgan Carlile, Laura N. Brenner, Kathryn Anne Hibbert, Crystal M. North, Shibani S. Mukerji, Gregory K. Robbins et al. · 2020 · CHEST Journal
30. Biomarkers for the prediction of venous thromboembolism in critically ill COVID-19 patients
    Romein W. G. Dujardin, Bashar N. Hilderink, Wolmet E. Haksteen, Saskia Middeldorp, Alexander P. J. Vlaar, Jecko V. Thachil, Marcella C.A. Müller, Nicole Petra Juffermans · 2020 · Thrombosis Research
31. Rapid identification of SARS-CoV-2-infected patients at the emergency department using routine testing
    Steef Kurstjens, Armando van der Horst, Robert Herpers, Mick W. L. Geerits, Yvette Kluiters, Eva‐Leonne Göttgens, Marc J. T. Blaauw, Marc Thelen, Marc G.L.M. Elisen, Ron Kusters · 2020 · Clinical Chemistry and Laboratory Medicine (CCLM)
32. DeepCOVIDExplainer: Explainable COVID-19 Predictions Based on Chest X-ray Images
    Md Rezaul Karim, Till Döhmen, Dietrich Rebholz‐Schuhmann, Stefan Decker, Michael Cochez, Oya Beyan · 2020 · arXiv (Cornell University)
33. Prompt Predicting of Early Clinical Deterioration of Moderate-to-Severe COVID-19 Patients: Usefulness of a Combined Score Using IL-6 in a Preliminary Study
    Alessandra Vultaggio, Emanuele Vivarelli, Gianni Virgili, Ersilia Lucenteforte, Alessandro Bartoloni, Carlo Nozzoli, A Morettini, Andrea Berni, Danilo Malandrino, Oliviero Rossi et al. · 2020 · The Journal of Allergy and Clinical Immunology In Practice
34. Association of “initial CT” findings with mortality in older patients with coronavirus disease 2019 (COVID-19)
    Yan Li, Zhenlu Yang, Tao Ai, Shandong Wu, Liming Xia · 2020 · European Radiology
35. Predictive Value of 5 Early Warning Scores for Critical COVID-19 Patients
    Hai Hu, Ni Yao, Yanru Qiu · 2020 · Disaster Medicine and Public Health Preparedness
36. Performance of the quick COVID-19 severity index and the Brescia-COVID respiratory severity scale in hospitalized patients with COVID-19 in a community hospital setting
    Guillermo Rodriguez Nava, Maria Adriana Yanez‐Bello, Daniela Patricia Trelles-Garcia, Chul Won Chung, Harvey Friedman, David W. Hines · 2020 · International Journal of Infectious Diseases
37. Open peer-review platform for COVID-19 preprints
    Johansson, Michael A., Saderi, Daniela · 2020 · Nature
38. Improving Coronavirus (COVID-19) Diagnosis using Deep Transfer Learning
    Arshia Rehman, Saeeda Naz, Ahmed Khan, Ahmad Zaib, Imran Razzak · 2020 · medRxiv
39. A novel haemocytometric COVID-19 prognostic score developed and validated in an observational multicentre European hospital-based study
    Joachim Linssen, A. A. M. Ermens, Marvin A. H. Berrevoets, Michela Seghezzi, Giulia Previtali, Simone van der Sar–van der Brugge, Henk Russcher, Annelies Verbon, Judith Gillis, Jürgen Riedl et al. · 2020 · eLife
40. Clinical prediction models for mortality in patients with covid-19: external validation and individual participant data meta-analysis
    Valentijn M. T. de Jong, Rebecca Z. Rousset, Neftali Eduardo Antonio‐Villa, A. G. Buenen, Ben VAN CALSTER, Omar Yaxmehen Bello‐Chavolla, Nigel J. Brunskill, Vasa Ćurčin, Johanna AAG Damen, Carlos A. Fermín‐Martínez et al. · 2022 · BMJ
41. The Prognostic Nutritional Index is associated with mortality of COVID‐19 patients in Wuhan, China
    Ruoran Wang, Min He, Wanhong Yin, Xuelian Liao, Bo Wang, Xiaodong Jin, Yao Ma, Jirong Yue, Lang Bai, Dan Liu et al. · 2020 · Journal of Clinical Laboratory Analysis
42. COVID-MobileXpert: On-Device COVID-19 Screening using Snapshots of Chest X-Ray
    Xin Shane Li, Chengyin Li, Dongxiao Zhu · 2020 · arXiv (Cornell University)
43. A novel simple scoring model for predicting severity of patients with SARS‐CoV‐2 infection
    Yalan Dong, Haifeng Zhou, Mingyue Li, Zili Zhang, Weina Guo, Ting Yu, Gui Yang, Quansheng Wang, Lei Zhao, Shanshan Luo et al. · 2020 · Transboundary and Emerging Diseases
44. Predictive value of the prognostic nutritional index for the severity of coronavirus disease 2019
    Xiang Hu, Huihui Deng, Yuxia Wang, Lingqiao Chen, Xuemei Gu, Xiaobo Wang · 2020 · Nutrition
45. Vital signs assessed in initial clinical encounters predict COVID-19 mortality in an NYC hospital system
    Elza Rechtman, Paul C. P. Curtin, Esmeralda Navarro, Sharon Nirenberg, Megan K. Horton · 2020 · Scientific Reports
46. An artificial intelligence approach to COVID-19 infection risk assessment in virtual visits: A case report
    Jihad S. Obeid, Matthew Davis, Matthew Turner, Stéphane M. Meystre, Paul M. Heider, Edward C. O'Bryan, Leslie Andrew Lenert · 2020 · Journal of the American Medical Informatics Association
47. A score combining early detection of cytokines accurately predicts COVID-19 severity and intensive care unit transfer
    Carole Nagant, Fanny Ponthieux, Julie Smet, Nicolás Dauby, Virginie Doyen, Tatiana Besse‐Hammer, David De Bels, Evelyne Maillart, Francis Corazza · 2020 · International Journal of Infectious Diseases
48. Early prediction of level-of-care requirements in patients with COVID-19
    Boran Hao, Shahabeddin Sotudian, Taiyao Wang, Tingting Xu, Yang Hu, Apostolos Gaitanidis, Kerry Breen, George C. Velmahos, Ioannis Ch. Paschalidis · 2020 · eLife
49. Chest CT–derived pulmonary artery enlargement at the admission predicts overall survival in COVID-19 patients: insight from 1461 consecutive patients in Italy
    Antonio Esposito, Anna Palmisano, Marco Toselli, Davide Vignale, Alberto Francesco Cereda, Paola M. V. Rancoita, Riccardo Leone, Valeria Nicoletti, Chiara Gnasso, Alberto Monello et al. · 2020 · European Radiology
50. An Easy-to-Use Machine Learning Model to Predict the Prognosis of Patients With COVID-19: Retrospective Cohort Study
    Hyung‐Jun Kim, Deokjae Han, Jeong-Han Kim, Daehyun Kim, Beomman Ha, Woong Seog, Yeon-Kyeng Lee, Dosang Lim, Sung Ok Hong, Mi-Jin Park et al. · 2020 · Journal of Medical Internet Research
51. Estimation of required sample size for external validation of risk models for binary outcomes
    Menelaos Pavlou, Qu Chen, Rumana Omar, Shaun R. Seaman, Ewout Willem Steyerberg, Ian R. White, Gareth Ambler · 2021 · Statistical Methods in Medical Research
52. Clinical features predicting mortality risk in older patients with COVID-19
    Jing Zhou, Lili Huang, Jin Chen, Xiaowei Yuan, Qinhua Shen, Su Dong, Bei Cheng, Tangmeng Guo · 2020 · Current Medical Research and Opinion
53. A predictive tool for identification of SARS-CoV-2 PCR-negative emergency department patients using routine test results
    Rohan Prakash Joshi, Vikas Rao Pejaver, Noah E. Hammarlund, Heungsup Sung, Seong Kyu Lee, Al’ona Furmanchuk, Hye‐Young Lee, Gregory David Scott, Saurabh Gombar, Nigam Haresh Shah et al. · 2020 · Journal of Clinical Virology
54. A validated, real-time prediction model for favorable outcomes in hospitalized COVID-19 patients
    Narges Razavian, Vincent J. Major, Mukund Sudarshan, Jesse Burk‐Rafel, Peter Stella, Hardev Randhawa, Seda Bilaloglu, Ji Chen, Vuthy Nguy, Walter Wang et al. · 2020 · npj Digital Medicine
55. A novel specific artificial intelligence-based method to identify COVID-19 cases using simple blood exams
    Felipe Soares · 2020 · medRxiv
56. Early prediction of mortality risk among severe COVID-19 patients using machine learning
    Chuanyu Hu, Zhenqiu Liu, Yanfeng Jiang et al. · 2020 · medRxiv
57. Troponin and Other Biomarker Levels and Outcomes Among Patients Hospitalized With COVID‐19: Derivation and Validation of the HA 2 T 2 COVID‐19 Mortality Risk Score
    Kevin K. Manocha, Jared Kirzner, Xiaohan Ying, Ilhwan Yeo, Bradley Peltzer, Bryan K. Ang, Han A. Li, Bruce B. Lerman, Monika M. Safford, Parag Goyal et al. · 2020 · Journal of the American Heart Association
58. Predicting COVID-19 disease progression and patient outcomes based on temporal deep learning
    Chenxi Sun, Shenda Hong, Moxian Song, Hongyan Li, Zhenjie Wang · 2021 · BMC Medical Informatics and Decision Making
59. Predictors of mortality of COVID-19 in the general population and nursing homes
    Pedro Pablo España, Amaia Bilbao, Susana García‐Gutiérrez, Iratxe Lafuente, Ane Antón-Ladislao, Ane Villanueva, Ane Uranga, María José Legarreta, Urko Aguirre, José María Quintana et al. · 2021 · Internal and Emergency Medicine
60. Clinical and chest CT features as a predictive tool for COVID-19 clinical progress: introducing a novel semi-quantitative scoring system
    Faeze Salahshour, Mohammad-Mehdi Mehrabinejad, Mohssen Nassiri Toosi, Masoumeh Gity, Hossein Ghanaati, Madjid Shakiba, Sina Nosrat Sheybani, Hamidreza Komaki, Shahriar Kolahi · 2021 · European Radiology
61. Development and validation of a machine learning-based prediction model for near-term in-hospital mortality among patients with COVID-19
    Prathamesh Parchure, Himanshu N. Joshi, Kavita Vyas Dharmarajan, Robert Freeman, David L. Reich, Madhu Mazumdar, Prem Timsina, Arash Kia · 2020 · BMJ Supportive & Palliative Care
62. The impact of charlson comorbidity index on mortality from SARS‐CoV‐2 virus infection and A novel COVID‐19 mortality index: CoLACD
    Yelda Varol, Burçin Hakoğlu, Ali Kadri Çırak, Gülru Polat, Berna Eren Komurcuoglu, Berrin Akkol, Çağrı Atasoy, Eda Bayramıç, Günseli Balcı, Sena Ataman et al. · 2020 · International Journal of Clinical Practice
63. A classifier prediction model to predict the status of Coronavirus COVID-19 patients in South Korea.
    Hazem Mohammad Al-Najjar, Nadia Al‐Rousan · 2020 · PubMed
64. CT differential diagnosis of COVID-19 and non-COVID-19 in symptomatic suspects: a practical scoring method
    Lin Luo, Zhendong Luo, Yizhen Jia, Cuiping Zhou, Jianlong He, Jianxun Lyu, Xinping Shen · 2020 · BMC Pulmonary Medicine
65. The association of lung ultrasound images with COVID‐19 infection in an emergency room cohort
    Stéphane Bar, A. Lecourtois, Momar Diouf, E. Goldberg, C. Bourbon, É. Arnaud, Laure Domisse, Hervé Dupont, P. Gosset · 2020 · Anaesthesia
66. Physiological and socioeconomic characteristics predict COVID-19 mortality and resource utilization in Brazil
    Salomón Wollenstein-Betech, Amanda A. B. Silva, J. L. Fleck, C. Cassandras, I. Paschalidis · 2020 · PLoS ONE
67. Development and validation of a prognostic COVID-19 severity assessment (COSA) score and machine learning models for patient triage at a tertiary hospital
    Verena Schöning, Evangelia Liakoni, Christine Baumgartner, Aristomenis Konstantinos Exadaktylos, Wolf E. Hautz, Andrew Atkinson, Felix Hammann · 2021 · Journal of Translational Medicine
68. A Machine Learning Model Reveals Older Age and Delayed Hospitalization as Predictors of Mortality in Patients with COVID-19
    Jit Sarkar, Partha Chakrabarti · 2020 · medRxiv
69. A predictive model to estimate survival of hospitalized COVID-19 patients from admission data
    Todd J. Levy, Safiya I. Richardson, Kevin Coppa, Douglas P. Barnaby, Thomas G. McGinn, Lance B. Becker, Karina W. Davidson, Jamie S. Hirsch, Theodoros P. Zanos, Stuart L. Cohen et al. · 2020 · medRxiv
70. Evaluation of novel coronavirus disease (COVID-19) using quantitative lung CT and clinical data: prediction of short-term outcome
    Joao Francisco Ribeiro Gavina de Matos, Francesco Paparo, Ilaria Mussetto, Lorenzo Bacigalupo, Alessio Veneziano, Silvia Bernardi, Ennio Biscaldi, Enrico Francesco Melani, Giancarlo Antonucci, Paolo Cremonesi et al. · 2020 · European Radiology Experimental
71. Development and Validation of a Machine Learning Approach for Automated Severity Assessment of COVID-19 Based on Clinical and Imaging Data: Retrospective Study
    Juan C. Quiroz, You‐Zhen Feng, Zhong‐Yuan Cheng, Dana Rezazadegan, Ping-Kang Chen, Qi‐Ting Lin, Long Qian, Xiaofang Liu, Shlomo Berkovsky, Enrico W Coiera et al. · 2021 · JMIR Medical Informatics
72. An external validation of the QCovid risk prediction algorithm for risk of mortality from COVID-19 in adults: a national validation cohort study in England
    Vahé Nafilyan, Ben Humberstone, Nisha Mehta, Ian D. Diamond, Carol A. C. Coupland, Luke Lorenzi, Piotr Pawelek, Ryan Schofield, Jasper Morgan, Paul M. Brown et al. · 2021 · The Lancet Digital Health
73. Individualized prediction nomograms for disease progression in mild COVID‐19
    Jiaofeng Huang, Aiguo Cheng, Su Lin, Yueyong Zhu, Gongping Chen · 2020 · Journal of Medical Virology
74. Kinetics of SARS-CoV-2 positivity of infected and recovered patients from a single center
    Jia Huang, Le Zheng, Zhen Li, Shiying Hao, Fangfan Ye, Jun Chen, Xiaoming Yao, Jiayu Liao, Song Wang, Manfei Zeng et al. · 2020 · Scientific Reports
75. Myocardial injury determination improves risk stratification and predicts mortality in COVID-19 patients
    Álvaro Lorente-Ros, Juan Manuel Monteagudo Ruiz, Leonardo Mejia Rincon, Rodrigo Ortega Pérez, Sonia Rivas Fidalgo, Rafael Rodrigo Martínez Moya, M Sanroman, Luís Manzano, Gonzalo Luis Alonso Salinas, Borja Ibáñez et al. · 2020 · Cardiology Journal
76. Establishing a model for predicting the outcome of COVID-19 based on combination of laboratory tests
    Feng Wang, Hongyan Hou, Ting Wang, Ying Luo, Guoxing Tang, Shiji Wu, Hongmin Zhou, Ziyong Sun · 2020 · Travel Medicine and Infectious Disease
77. External validation of a clinical risk score to predict hospital admission and in-hospital mortality in COVID-19 patients
    Alexandra Halalau, Zaid Imam, Patrick Karabon, Nikhil P. Mankuzhy, Aciel Shaheen, John Tu, Christopher F Carpenter · 2020 · Annals of Medicine
78. A New Predictor of Disease Severity in Patients with COVID-19 in Wuhan, China
    Ying Zhou, Zhen Yu Yang, Yanan Guo, Shuang Geng, Shan Gao, Shenglan Ye, Yi Hu, Yafei Wang · 2020 · medRxiv
79. Development and utilization of an intelligent application for aiding COVID-19 diagnosis
    Zirui Meng, Minjin Wang, Huan Song, Shuo Guo, Yanbing Zhou, Weimin Li, Yongzhao Zhou, Mengjiao Li, Xingbo Song, Yi Zhou et al. · 2020 · medRxiv
80. Automated Quantification of CT Patterns Associated with COVID-19 from Chest CT.
    Shikha Chaganti, Abishek Balachandran, Guillaume Chabin, Stuart L. Cohen, Thomas G. Flohr, Bogdan Georgescu, Philippe Greniér, Saša Grbić, Siqi Liu, François Mellot et al. · 2020 · PubMed
81. COVID-19 S: A new proposal for diagnosis and structured reporting of COVID-19 on computed tomography imaging
    Naciye Sinem Gezer, Begüm Ergan, Mustafa Mahmut BARIŞ, Özgür Appak, Ayça Arzu Sayıner, Pınar Balci, Ziya Kuruüzüm, Sema Alp Çavuş, Oğuz Kılınç · 2020 · Diagnostic and Interventional Radiology
82. A Prediction Model to Prioritize Individuals for a SARS-CoV-2 Test Built from National Symptom Surveys
    Saar Shoer, Tal Karady, Ayya Keshet, Smadar Shilo, Hagai Rossman, Amir Gavrieli, Tomer Meir, Amit Lavon, Dmitry S. Kolobkov, Iris N. Kalka et al. · 2020 · Med
83. CoVA: An Acuity Score for Outpatient Screening that Predicts Coronavirus Disease 2019 Prognosis
    Haoqi Sun, Aayushee Jain, Michael J. Leone, Haitham S. Alabsi, Laura N. Brenner, Elissa M Ye, Wendong Ge, Yu‐Ping Shao, Christine L. Boutros, Ruopeng Wang et al. · 2020 · The Journal of Infectious Diseases
84. Wells Score to Predict Pulmonary Embolism in Patients with Coronavirus Disease 2019
    Brittany A. Kirsch, Moez Karim Aziz, Sungita Kumar, Michael Burke, Tyler Webster, Amrutha Immadi, Maurine Sam, Aditya P. Lal, Rosa Maria Estrada-Y-Martin, Sujith V. Cherian et al. · 2020 · The American Journal of Medicine
85. D-dimer, Troponin, and Urea Level at Presentation With COVID-19 can Predict ICU Admission: A Single Centered Study
    Mahmood Yaseen Hachim, Ibrahim Y. Hachim, Kashif Naeem, Haifa Hannawi, Issa Al Salmi, Suad Hannawi · 2020 · Frontiers in Medicine
86. Federated Learning used for predicting outcomes in SARS-COV-2 patients
    Mona G. Flores, Ittai Dayan, Holger R. Roth et al. · 2021 · Research Square
87. Untitled work
    2020 · Utrecht University Repository (Utrecht University)
88. Clinical Characteristics and Disease Progression in Early-Stage COVID-19 Patients in South Korea
    Min Hyuk Choi, Hyunmin Ahn, Han Seok Ryu, Byung-Jun Kim, Joonyong Jang, Moonki Jung, Jinuoung Kim, Seok Hoon Jeong · 2020 · Journal of Clinical Medicine
89. Death risk stratification in elderly patients with covid-19. A comparative cohort study in nursing homes outbreaks
    Máximo Bernabeu‐Wittel, Jara Eloísa Ternero-Vega, Pablo Díaz-Jiménez, Concepción Conde Guzmán, Maria Dolores Nieto‐Martín, Lourdes Moreno-Gaviño, Juan Delgado, Manuel Rincón‐Gómez, Luis Giménez, María Dolores Navarro-Amuedo et al. · 2020 · Archives of Gerontology and Geriatrics
90. A nomogram for predicting mortality in patients with COVID-19 and solid tumors: a multicenter retrospective cohort study
    Chao Liu, Li Li, Kehan Song, Zhiying Zhan, Yi Yao, Hongyun Gong, Yuan Chen, Qun Wang, Xiaorong Dong, Zhibin Xie et al. · 2020 · Journal for ImmunoTherapy of Cancer
91. Derivation and Validation of a Predictive Score for Disease Worsening in Patients with COVID-19
    Grigoris Gerotziafas, Theodoros Ν. Sergentanis, Guillaume Voiriot, L. Lassel, Chryssa Papageorgiou, Alexandre Elabbadi, Matthieu Turpin, Patrick Van Dreden, Loula Papageorgiou, Θεοδώρα Ψαλτοπούλου et al. · 2020 · Thrombosis and Haemostasis
92. Untapped potential of multicenter studies: a review of cardiovascular risk prediction models revealed inappropriate analyses and wide variation in reporting
    Laure Wynants, David M. Kent, Dirk Timmerman, Christine M. Lundquist, Ben VAN CALSTER · 2019 · Diagnostic and Prognostic Research
93. Any unique image biomarkers associated with COVID-19?
    Jiantao Pu, Joseph Ken Leader, Andriy I. Bandos, Junli Shi, Pang Du, Juezhao Yu, Bohan Yang, Ke Shi, Youmin Guo, Jessica B. Field et al. · 2020 · European Radiology
94. A Novel Machine Learning-derived Radiomic Signature of the Whole Lung Differentiates Stable From Progressive COVID-19 Infection
    Liping Fu, Yongchou Li, Aiping Cheng, Peipei Pang, Zhenyu Shu · 2020 · Journal of Thoracic Imaging
95. A Risk Score to Predict Admission to the Intensive Care Unit in Patients with COVID-19: the ABC-GOALS score
    Juan Manuel Mejia-Vilet, Bertha M. Córdova‐Sánchez, Dheni Aidé Fernández-Camargo, R. Angélica Méndez‐Pérez, Luis Eduardo Morales-Buenrostro, Thierry Hernández‐Gilsoul · 2020 · Salud Pública de México
96. Classification and Specific Primer Design for Accurate Detection of SARS-CoV-2 Using Deep Learning
    Alejandro Lopez‐Rincon, Alberto Paolo Tonda, Lucero Mendoza‐Maldonado · 2020 · bioRxiv (Cold Spring Harbor Laboratory)
97. Prediction of patients requiring intensive care for COVID-19: development and validation of an integer-based score using data from Centers for Disease Control and Prevention of South Korea
    JoonNyung Heo, Deokjae Han, Hyung‐Jun Kim, Daehyun Kim, Yeon-Kyeng Lee, Dosang Lim, Sung Ok Hong, Mi-Jin Park, Beomman Ha, Woong Seog · 2021 · Journal of Intensive Care
98. Artificial intelligence matches subjective severity assessment of pneumonia for prediction of patient outcome and need for mechanical ventilation: a cohort study
    Shadi Ebrahimian, Fatemeh Homayounieh, Marcio Aloísio Bezerra Cavalcanti Rockenbach, Preetham Putha, Tarun Raj, Ittai Dayan, Bernardo Canedo Bizzo, Varun Buch, Dufan Wu, Kyungsang Kim et al. · 2021 · Scientific Reports
99. Missing Data in Prediction Research: A Five-Step Approach for Multiple Imputation, Illustrated in the CENTER-TBI Study
    Benjamin Yaël Gravesteijn, Charlie Aletta Sewalt, Esmée Venema, Daan Nieboer, Ewout Willem Steyerberg, Cecilia A. I. Åkerlund, Krisztina Amrein, Nada Anđelić, Lasse Andreassen, Audny Anke et al. · 2021 · Journal of Neurotrauma
100. Random‐effects meta‐analysis of the clinical utility of tests and prediction models
     Laure Wynants, Richard D Riley, Dirk Timmerman, Ben VAN CALSTER · 2018 · Statistics in Medicine
101. Identification and Validation of a Novel Clinical Signature to Predict the Prognosis in Confirmed Coronavirus Disease 2019 Patients
     Shangrong Wu, Zhiguo Du, Sanying Shen, Bo Zhang, Hong Bo Yang, Xia Li, Wei Cui, Fangxiong Cheng, Jin Huang · 2020 · Clinical Infectious Diseases
102. Development and external evaluation of predictions models for mortality of COVID-19 patients using machine learning method
     Simin Li, Yulan Lin, Tong Zhu, Mengjie Fan, Shicheng Xu, Weihao Qiu, Can Chen, Linfeng Li, Yao Wang, Jun Yan et al. · 2021 · Neural Computing and Applications
103. Evaluation and Improvement of the National Early Warning Score (NEWS2) for COVID-19: a multi-hospital study
     Ewan Carr, Rebecca Bendayan, Daniel M. Bean, Matthew Stammers, Wenjuan Wang, Huayu Zhang, Thomas Searle, Željko Kraljević, Anthony Shek, Hang T. T. Phan et al. · 2020 · medRxiv
104. Development and Validation of the HNC-LL Score for Predicting the Severity of Coronavirus Disease 2019
     Lushan Xiao, Wen-Feng Zhang, Mengchun Gong, Yan-Pei Zhang, Li-ya Chen, Hong-bo Zhu, Chen-yi Hu, Pei Kang, Li Liu, Hongyuan Zhu · 2020 · EBioMedicine
105. Prediction Model Based on the Combination of Cytokines and Lymphocyte Subsets for Prognosis of SARS-CoV-2 Infection
     Ying Luo, Liyan Mao, Yuan Xu, Ying Xue, Qun Lin, Guoxing Tang, Huijuan Song, Feng Wang, Ziyong Sun · 2020 · Journal of Clinical Immunology
106. The PANDEMYC Score. An Easily Applicable and Interpretable Model for Predicting Mortality Associated With COVID-19
     Juan Torres‐Macho, Pablo Ryan, Jorge Alberto Sánchez Valencia, Mario Pérez, Eva Jiménez, Mario Fontán‐Vela, Elsa Izquierdo-García, Inés Fernández Jiménez, Elena Alba Álvaro-Alonso, Andrea Lazaro Cebas et al. · 2020 · Journal of Clinical Medicine
107. Individual-Level Fatality Prediction of COVID-19 Patients Using AI Methods
     Yun Li, Melanie Alfonzo Horowitz, Jiakang Liu, Aaron Chew, Hai Lan, Qian Liu, Dexuan Sha, Chaowei Phil Yang · 2020 · Frontiers in Public Health
108. A Novel Risk-Stratification Models of the High-Flow Nasal Cannula Therapy in COVID-19 Patients With Hypoxemic Respiratory Failure
     Jiqian Xu, Xiaobo Yang, Chaolin Huang, Xiaojing Zou, Ting Zhou, Shangwen Pan, Luyu Yang, Yongran Wu, Yaqi Ouyang, Yaxin Wang et al. · 2020 · Frontiers in Medicine
109. Development and validation of a machine learning model predicting illness trajectory and hospital utilization of COVID-19 patients: A nationwide study
     Michael Roimi, Rom Gutman, Jonathan Somer, Asaf Ben Arie, Ido Calman, Yaron Bar‐Lavie, Udi Gelbshtein, Sigal Liverant-Taub, Arnona Ziv, Danny Eytan et al. · 2021 · Journal of the American Medical Informatics Association
110. Deep Learning-Based Recognizing COVID-19 and other Common Infectious Diseases of the Lung by Chest CT Scan Images
     Min Fu, Shuanglian Yi, Yuanfeng Zeng, Feng Ye, Yuxuan Li, Xuan Dong, Yandan Ren, Linkai Luo, Jin‐Shui Pan, Qi Zhang · 2020 · medRxiv
111. Prognostic factors for COVID-19 pneumonia progression to severe symptom based on the earlier clinical features: a retrospective analysis
     Huang Huang, Shuijiang Cai, Yueping Li et al. · 2020 · medRxiv
112. Is prognostic nutritional index a predictive marker for estimating all-cause in-hospital mortality in COVID-19 patients with cardiovascular risk factors?
     Tufan Çınar, Mert İlker Hayıroğlu, Vedat Çiçek, Şahhan Kılıç, Süha Asal, Samet Yavuz, Murat Selçuk, Emre Yalçınkaya, Nurgül Keser, Ahmet Lütfullah Orhan · 2021 · Heart & Lung
113. Prognosis models for severe and critical COVID-19 based on the Charlson and Elixhauser comorbidity indices
     Wei Zhou, Xiaoyi Qin, Xiang Hu, Yingru Lu, Jingye Pan · 2020 · International Journal of Medical Sciences
114. Risk Prediction for Poor Outcome and Death in Hospital In-Patients with COVID-19: Derivation in Wuhan, China and External Validation in London, UK
     Huayu Zhang, Ting Shi, Xiaodong Wu, Xin Zhang, Kun Wang, Daniel M. Bean, Richard Dobson, James Teo, Jiaxing Sun, Pei Zhao et al. · 2020 · SSRN Electronic Journal
115. Deep learning for differentiating novel coronavirus pneumonia and influenza pneumonia
     Min Zhou, Dexiang Yang, Yong Chen, Yanping Xu, Jin‐Fu Xu, Zhijun Jie, Weiwu Yao, Xiaoyan Jin, Zilai Pan, Jingwen Tan et al. · 2021 · Annals of Translational Medicine
116. Managing COVID-19 With a Clinical Decision Support Tool in a Community Health Network: Algorithm Development and Validation
     Michael P. McRae, Isaac P. Dapkins, Iman Sharif, Judd Anderman, David Fenyö, Odai Sinokrot, Stella K. Kang, Nicolaos J. Christodoulides, Deniz Vurmaz, Glennon W. Simmons et al. · 2020 · Journal of Medical Internet Research
117. Assessment of risk scores in Covid‐19
     Marta María García Clemente, Julia Herrero Huertas, Alejandro Fernández Fernández, Covadonga de la Escosura Muñoz, Ana Isabel Enríquez Rodríguez, Liliana Pérez Martínez, Santiago Gómez Mañas, Marta Íscar Urrutia, Francisco Julián López González, Claudia Janeth Madrid Carbajal et al. · 2020 · International Journal of Clinical Practice
118. Machine Learning for Mortality Analysis in Patients with COVID-19
     Manuel A. Sánchez-Montañés, Pablo Rodríguez-Belenguer, Antonio José Serrano-López, Emilio Soria‐Olivas, Yasser Alakhdar · 2020 · International Journal of Environmental Research and Public Health
119. Prediction of death status on the course of treatment in SARS-COV-2 patients with deep learning and machine learning methods
     Mehmet Kıvrak, Emek Güldoğan, Cemil Çolak · 2021 · Computer Methods and Programs in Biomedicine
120. A novel risk score to predict diagnosis with coronavirus disease 2019 (COVID‐19) in suspected patients: A retrospective, multicenter, and observational study
     Dong Huang, Ting Wang, Zhu Chen, Huan Yang, Rong Yao, Zongan Liang · 2020 · Journal of Medical Virology
121. Deep Learning Models for Predicting Severe Progression in COVID-19-Infected Patients: Retrospective Study
     Thao Thi Ho, Jongmin Park, Taewoo Kim, Byunggeon Park, Jaehee Lee, Jin Young Kim, Ki Beom Kim, Sooyoung Choi, Young Hwan Kim, Jae‐Kwang Lim et al. · 2021 · JMIR Medical Informatics
122. Evaluation of the Risk Prediction Tools for Patients With Coronavirus Disease 2019 in Wuhan, China: A Single-Centered, Retrospective, Observational Study*
     Fangyan Liu, Xuelian Sun, Yong Zhang, Ge Lin, Jing Wang, Xiao Liang, Jun-Fen Li, Chang-Liang Wang, Zheng-Tao Xing, Jagadish Kumar Chhetri et al. · 2020 · Critical Care Medicine
123. Development of a novel risk score to predict mortality in patients admitted to hospital with COVID-19
     Ying Xuan Gue, Maria Tennyson, Jovia Gao, Shuhui Ren, Rahim Kanji, Diana Adrienne Gorog · 2020 · Scientific Reports
124. Pre-test probability for SARS-Cov-2-related infection score: The PARIS score
     Mickaël Tordjman, Ahmed Mekki, Rahul D. Mali, Inès Saab, Guillaume Chassagnon, Enora Guillo, Robert T Burns, Déborah Eshagh, Sébastien Beaune, Guillaume Madelin et al. · 2020 · PLoS ONE
125. Development and external validation of a prediction risk model for short-term mortality among hospitalized U.S. COVID-19 patients: A proposal for the COVID-AID risk tool
     Kaveh Hajifathalian, Reem Z. Sharaiha, Sonal Rajesh Kumar, Tibor I. Krisko, Daniel A. Skaf, Bryan K. Ang, Walker D. Redd, Joyce Zhou, Kelly Hathorn, Thomas R. McCarty et al. · 2020 · PLoS ONE
126. A predictive model for the severity of COVID-19 in elderly patients
     Furong Zeng, Guangtong Deng, Yanhui Cui, Yan Zhang, Minhui Dai, Lingli Chen, Duoduo Han, Wen Li, Kehua Guo, Xiang Chen et al. · 2020 · Aging
127. Risk factors for severe COVID-19 in middle-aged patients without comorbidities: a multicentre retrospective study
     Peng Wang, Jing Sha, Mei Meng, Cuiyan Wang, Qingchun Yao, Zhongfa Zhang, Wenqing Sun, Xingguang Wang, Guoqiang Qie, Xue Bai et al. · 2020 · Journal of Translational Medicine
128. Absolute Lymphocytes, Ferritin, C-Reactive Protein, and Lactate Dehydrogenase Predict Early Invasive Ventilation in Patients With COVID-19
     Salvador Payán‐Pernía, Lucía Gómez Pérez, Angel Francisco Remacha, Jordi Sierra Gil, Silvana Novelli · 2020 · Laboratory Medicine
129. Integration of heparin-binding protein and interleukin-6 in the early prediction of respiratory failure and mortality in pneumonia by SARS-CoV-2 (COVID-19)
     Maria Saridaki, Symeon Metallidis, Sotiria Grigoropoulou, Emmanouil Vrentzos, Malvina Lada, Katerina Argyraki, Οlga Tsachouridou, Anna Georgiadou, Anil Vasishta, Evangelos J. Giamarellos‐Bourboulis · 2021 · European Journal of Clinical Microbiology & Infectious Diseases
130. Combining Visible Light and Infrared Imaging for Efficient Detection of Respiratory Infections such as COVID-19 on Portable Device
     Zheng Jiang, Menghan Hu, Lei Fan, Yaling Pan, Wei Tang, Guangtao Zhai, Yong Lü · 2020 · arXiv (Cornell University)
131. Predicting severe COVID-19 in the Emergency Department
     Aleksander Rygh Holten, Kristin Grotle Nore, Caroline Kooy, Theresa Mariero Olasveengen, Kristian Tonby · 2020 · Resuscitation Plus
132. Mortality risk assessment in Spain and Italy, insights of the HOPE COVID-19 registry
     Ivan Javier Nuñez-Gil, Cristina Fernández, Vicente Estrada, Víctor Manuel Becerra‐Muñoz, Ibrahim El‐Battrawy, Aitor Uribarri, Inmaculada Fernández‐Rozas, Gisela Ileana Feltes, María Carmen Viana-Llamas, Daniela Trabattoni et al. · 2020 · Internal and Emergency Medicine
133. An artificial intelligence-based first-line defence against COVID-19: digitally screening citizens for risks via a chatbot
     Alistair G. Martin, Jama Nateqi, Stefanie Gruarin · 2020 · bioRxiv (Cold Spring Harbor Laboratory)
134. Predicting severe outcomes in Covid-19 related illness using only patient demographics, comorbidities and symptoms
     Charles W. Ryan, Alexa Minc, Juan Caceres, A. Balsalobre-Vélez, Achal Dixit, Becky KaPik Ng, Florian Schmitzberger, Shabbir Syed-Abdul, Christopher Fung · 2020 · The American Journal of Emergency Medicine
135. Incorporation of Urinary Neutrophil Gelatinase-Associated Lipocalin and Computed Tomography Quantification to Predict Acute Kidney Injury and In-Hospital Death in COVID-19 Patients
     Li Na He, Qunzi Zhang, Ze Li, Li Shen, Jiayin Zhang, Peng Wang, Shan Wu, Ting Zhou, Qiuting Xu, Xiaohua Chen et al. · 2020 · Kidney Diseases
136. Mortality Risk Assessment in COVID-19 Venovenous Extracorporeal Membrane Oxygenation
     Ali Tabatabai, Mira H. Ghneim, David J. Kaczorowski, Aakash M. Shah, Sagar B Dave, Daniel Haase, Roumen M. Vesselinov, Kristopher B. Deatrick, Joseph Rabin, Ronald P. Rabinowitz et al. · 2021 · The Annals of Thoracic Surgery
137. Non-Overt Coagulopathy in Non-ICU Patients with Mild to Moderate COVID-19 Pneumonia
     Daniela P. Mazzaccaro, Francesca Giacomazzi, Matteo Giannetta, Alberto Varriale, Rosa Scaramuzzo, Alfredo Modafferi, Giovanni Malacrida, Paolo Righini, Massimiliano Maria Marrocco-Trischitta, Giovanni Nano · 2020 · Journal of Clinical Medicine
138. A nomogram to predict the risk of unfavourable outcome in COVID-19: a retrospective cohort of 279 hospitalized patients in Paris area
     Yann Nguyen, Félix Corre, Vasco Honsel, Sonja Curac, Virginie Zarrouk, Cathérine Paugam‐Burtz, Emmanuel Weiss, Jean-Denis Moyer, Tobias Gauss, Jules Grégory et al. · 2020 · Annals of Medicine
139. Exploiting an early warning Nomogram for predicting the risk of ICU admission in patients with COVID-19: a multi-center study in China
     Yiwu Zhou, Yanqi He, Huan Yang, Yu He, Ting Wang, Chen Zhu, Rong Yao, Zongan Liang · 2020 · Scandinavian Journal of Trauma Resuscitation and Emergency Medicine
140. Acute Kidney Injury Can Predict In-Hospital Mortality in Elderly Patients with COVID-19 in the ICU: A Single-Center Study
     Qinglin Li, Tianyi Zhang, Fei Li, Zhi Mao, Hongjun Kang, Ling Tao, Feihu Zhou, Yue Cai · 2020 · Clinical Interventions in Aging
141. Clinically applicable approach for predicting mechanical ventilation in patients with COVID-19
     Nicholas J. Douville, Christopher Blair Douville, Graciela B. Mentz, Michael R. Mathis, Carlo Pancaro, Kevin K. Tremper, Milo Engoren · 2020 · British Journal of Anaesthesia
142. Validation of PSI/PORT, CURB‐65 and SCAP scoring system in COVID‐19 pneumonia for prediction of disease severity and 14‐day mortality
     Aditya Anurag, Mukul Preetam · 2021 · The Clinical Respiratory Journal
143. Machine Learning to Predict Mortality and Critical Events in COVID-19 Positive New York City Patients
     Akhil Vaid, Sulaiman S. Somani, Adam J. Russak et al. · 2020 · medRxiv
144. Assessment of the Modified CHA2DS2VASc Risk Score in Predicting Mortality in Patients Hospitalized With COVID-19
     Gökhan Çetinkal, Betül Balaban Koçaş, Özgür Selim Ser, Hakan Kılcı, Kudret Keskin, Safiye Nur Ozcan, Yildiz Verdi, Mustafa İsmet Zeren, Tolga Demir, Kadriye Kılıçkesmez · 2020 · The American Journal of Cardiology
145. Nomogram to identify severe coronavirus disease 2019 (COVID-19) based on initial clinical and CT characteristics: a multi-center study
     Yixing Yu, Ximing Wang, Min Li, Lan Gu, Zongyu Xie, Wenhao Gu, Feng Xu, Yaxing Bao, Rongrong Liu, Su Hu et al. · 2020 · BMC Medical Imaging
146. Using a diagnostic model based on routine laboratory tests to distinguish patients infected with SARS-CoV-2 from those infected with influenza virus
     Ying Luo, Yuan Xu, Ying Xue, Liyan Mao, Qun Lin, Guoxing Tang, Huijuan Song, Weiyong Liu, Hongyan Hou, Feng Wang et al. · 2020 · International Journal of Infectious Diseases
147. A retrospective study on the epidemiological characteristics and establishment of an early warning system of severe COVID‐19 patients
     Ping Chang Yang, Pengfei Wang, Yuyan Song, An Zhang, Guodan Yuan, Yong Cui · 2020 · Journal of Medical Virology
148. A simple algorithm helps early identification of SARS-CoV-2 infection patients with severe progression tendency
     Qiang Li, Jianliang Zhang, Yun Ling, Weixia Li, Xiaoyu Zhang, Hongzhou Lu, Liang Chen · 2020 · Infection
149. A nomogramic model based on clinical and laboratory parameters at admission for predicting the survival of COVID-19 patients
     Xiaojun Ma, Hui‐Fang Wang, Junwei Huang, Yan Geng, Shuqi Jiang, Qiuping Zhou, Xuan Chen, Hongping Hu, Weifeng Li, Chengbin Zhou et al. · 2020 · BMC Infectious Diseases
150. Characteristic of 523 COVID-19 in Henan Province and a Death Prediction Model
     Xiaoxu Ma, Ang Li, Mengfan Jiao, Qingmiao Shi, Xiaocai An, Yonghai Feng, Lihua Xing, Hongxia Liang, Jiajun Chen, Huiling Li et al. · 2020 · Frontiers in Public Health
151. Deep Convolutional Neural Networks to Diagnose COVID-19 and other Pneumonia Diseases from Posteroanterior Chest X-Rays
     Pierre G. B. Moutounet-Cartan · 2020 · arXiv (Cornell University)
152. Development and Validation of a Prognostic Nomogram Based on Clinical and CT Features for Adverse Outcome Prediction in Patients with COVID-19
     Yingyan Zheng, Anling Xiao, Xiangrong Yu, Yajing Zhao, Yiping Lu, Xuanxuan Li, Nan Mei, Dejun She, Dongdong Wang, Daoying Geng et al. · 2020 · Korean Journal of Radiology
153. A prediction model of outcome of SARS-CoV-2 pneumonia based on laboratory findings
     Gang Wu, Shuchang Zhou, Yujin Wang, Wenzhi Lv, Shili Wang, Ting Wang, Xiaoming Li · 2020 · Scientific Reports
154. Prediction of in-hospital mortality of patients with SARS-CoV-2 infection by comorbidity indexes: an Italian internal medicine single center study.
     Alfredo De Giorgi, Fabio Fabbian, Salvatore Greco, Emanuele Di Simone, Roberto DE GIORGIO, Angelina Passaro, Giovanni Zuliani, Roberto Manfredini · 2020 · PubMed
155. Predicting in-hospital mortality from Coronavirus Disease 2019: A simple validated app for clinical use
     Bianca Magro, Valentina Zuccaro, Luca Novelli, Lorenzo Zileri Dal Verme, Ciro Celsa, Federico Raimondi, Mauro Gori, Giulia Cammá, Salvatore L Battaglia, Vincenzo Giuseppe Genova et al. · 2021 · PLoS ONE
156. Prediction of the Severity of the Coronavirus Disease and Its Adverse Clinical Outcomes
     Xiaohui Liu, Si Shi, Jinling Xiao, Hongwei Wang, Liyan Chen, Jianing Li, Kaiyu Han · 2020 · Japanese Journal of Infectious Diseases
157. Thrombo-inflammatory features predicting mortality in patients with COVID-19: The FAD-85 score
     Junhong Wang, Hua Zhang, Rui Qiao, Qinggang Ge, Shuisheng Zhang, Zongxuan Zhao, Ci Tian, Qingbian Ma, Ning Shen · 2020 · Journal of International Medical Research
158. A new COVID-19 prediction scoring model for in-hospital mortality: experiences from Turkey, single center retrospective cohort analysis.
     Suat Doğancı, Mehmet İnce, Nadide Ors, A K Yildirim, Ender Sır, Kubilay Karabacak, Sami Eksert, T Ozgurtas, C Tasci, Deniz Doğan et al. · 2020 · PubMed
159. The COVID‐19 Worsening Score (COWS)—a predictive bedside tool for critical illness
     Enrico Boero, Serena Rovida, Annia Fleur Schreiber, Paola Berchialla, Lorena Charrier, Marta M. Cravino, Marcella Converso, Paola Gollini, Mattia Puppo, Angela Gravina et al. · 2021 · Echocardiography
160. Data‐driven discovery of a clinical route for severity detection of COVID‐19 paediatric cases
     Hui Yu, Jianbo Shao, Yuqi Guo, Yun Xiang, Chuan Sun, Ye Yuan · 2020 · IET Cyber-Systems and Robotics
161. Derivation and Validation of Clinical Prediction Rules for COVID-19 Mortality in Ontario, Canada
     David N. Fisman, Amy L. Greer, Michael P. Hillmer, Ashleigh R. Tuite · 2020 · Open Forum Infectious Diseases
162. The low‐harm score for predicting mortality in patients diagnosed with COVID‐19: A multicentric validation study
     Adrián Soto-Mota, Braulio A. Marfil‐Garza, Erick J. Martínez-Rodríguez, José Omar Barreto-Rodríguez, Alicia Estela López-Romo, Paolo Alberti‐Minutti, Juan Vicente Alejandre Loya, Félix Emmanuel Pérez Talavera, Freddy José Ávila Cervera, Adriana Velazquez Burciaga et al. · 2020 · Journal of the American College of Emergency Physicians Open
163. Development and Validation of a Prognostic Risk Score System for COVID-19 Inpatients: A Multi-Center Retrospective Study in China
     Ye Yuan, Chuan Sun, Xiuchuan Tang, Cheng Cheng, Laurent Mombaerts, Maolin Wang, Tao Hu, Chenyu Sun, Yuqi Guo, Xiuting Li et al. · 2020 · Engineering
164. Diagnostic Performance of a Blood Urea Nitrogen to Creatinine Ratio-based Nomogram for Predicting In-hospital Mortality in COVID-19 Patients
     Qingquan Liu, Yiru Wang, Xuecheng Zhao, Lixuan Wang, Feng Liu, Yongman Lv, Tao Wang, Dawei Ye · 2021 · Risk Management and Healthcare Policy
165. Development and validation of clinical prediction model to estimate the probability of death in hospitalized patients with COVID‐19: Insights from a nationwide database
     İbrahi̇m Hali̇l Tanboğa, Uğur Canpolat, Elif Hande Özcan Çetin, Harun Kundi, Osman Çelik, Murat Çağlayan, Naim Ata, Özcan Özeke, Serkan Çay, Cıhangır Kaymaz et al. · 2021 · Journal of Medical Virology
166. Estimating Risk of Mechanical Ventilation and Mortality Among Adult COVID-19 patients Admitted to Mass General Brigham: The VICE and DICE Scores
     Christopher Nicholson, Luke T. Wooster, Haakon H. Sigurslid · 2020 · medRxiv
167. Mortality Risk Assessment Using CHA(2)DS(2)-VASc Scores in Patients Hospitalized With Coronavirus Disease 2019 Infection
     Gaetano M. Ruocco, Peter Andrew McCullough, Kristen M. Tecson, Massimo Mancone, Gaetano Maria De Ferrari, Fabrizio D'Ascenzo, Francesco Giuseppe De Rosa, Anita Paggi, Giovanni B. Forleo, Gioel Gabrio Secco et al. · 2020 · The American Journal of Cardiology
168. MuLBSTA score is a useful tool for predicting COVID-19 disease behavior
     Yuki Iijima, Tsukasa Okamoto, Tsuyoshi Shirai, Takahiro Mitsumura, Rie Sakakibara, Takayuki Honda, Masahiro Ishizuka, Tomoya Tateishi, Meiyo Tamaoka, Junichi Aiboshi et al. · 2020 · Journal of Infection and Chemotherapy
169. CALL Score and RAS Score as Predictive Models for Coronavirus Disease 2019
     Sultan Mehmood Kamran, Zill-e-Humayun Mirza, Hussain Abdul Moeed, Arshad Naseem, Maryam Hussain, Imran Fazal, Farrukh Saeed, Wasim Alamgir, Salman Saleem, Sidra Riaz · 2020 · Cureus
170. Derivation of a Clinical Risk Score to Predict 14-Day Occurrence of Hypoxia, ICU Admission, and Death Among Patients with Coronavirus Disease 2019
     David Michael Levine, Stuart R. Lipsitz, Zoe Co, Wenyu Song, Patricia C. Dykes, Lipika Samal · 2020 · Journal of General Internal Medicine
171. Development and external validation of a prognostic tool for COVID-19 critical disease
     Daniel S. Chow, Justin Glavis‐Bloom, Jennifer E. Soun, Brent D. Weinberg, Theresa B. Loveless, Xiaohui S. Xie, Simukayi Mutasa, Edwin S. Monuki, Jung In Park, Daniela Annenelie Bota et al. · 2020 · PLoS ONE
172. Validation of pneumonia prognostic scores in a statewide cohort of hospitalised patients with COVID‐19
     Yiyun Shi, Aakriti Pandita, Anna Hardesty, Meghan L. McCarthy, Jad Aridi, Zoe Weiss, Curt G. Beckwith, Dimitrios Farmakiotis · 2020 · International Journal of Clinical Practice
173. Data-driven discovery of a clinical route for severity detection of COVID-19 pediatric cases
     Hui Yu, Jianbo Shao, Yuqi Guo · 2020 · medRxiv
174. Improved deep learning model for differentiating novel coronavirus pneumonia and influenza pneumonia
     Min Zhou, Yong Chen, Dexiang Yang et al. · 2020 · medRxiv
175. Risk assessment of progression to severe conditions for patients with COVID-19 pneumonia: a single-center retrospective study
     Lijiao Zeng, Jialu Li, Mingfeng Liao, Rui Hua, Pilai Huang, Mingxia Zhang, Youlong Zhang, Qinlang Shi, Zhaohua Xia, Xinzhong Ning et al. · 2020 · medRxiv
176. A web-based Diagnostic Tool for COVID-19 Using Machine Learning on Chest Radiographs (CXR)
     Evariste B. Gueguim Kana, M. G. Zebaze Kana, Armand F. Donfack Kana, R.H. Azanfack Kenfack · 2020 · medRxiv
177. Evaluating a Widely Implemented Proprietary Deterioration Index Model Among Hospitalized COVID-19 Patients
     Karandeep Singh, Thomas S. Valley, Shengpu Tang et al. · 2020 · medRxiv
178. A Predictive Nomogram for Predicting Improved Clinical Outcome Probability in Patients with COVID-19 in Zhejiang Province, China
     Jiaojiao Xie, Ding Shi, Mingyang Bao, Xiaoyi Hu, Wenrui Wu, Jifang Sheng, Kaijin Xu, Qīng Wáng, Jingjing Wu, Kaicen Wang et al. · 2020 · Engineering
179. Development and validation of a clinical score to estimate progression to severe or critical state in COVID-19 pneumonia hospitalized patients
     Francisco Gudé, Vanessa Riveiro, Nuria Rodríguez‐Núñez, Jorge Ricoy, Óscar Lado‐Baleato, Tamara Lourido-Cebreiro, Carlos Rábade, Adriana Lama, Ana Casal, Romina Abelleira‐Paris et al. · 2020 · Scientific Reports
180. Development and validation of prognostic model for predicting mortality of COVID-19 patients in Wuhan, China
     Qi Mei, Ying Wang, Amy Evelyn Bryant, Yang Yang, Ming Li, Fei Wang, Jia Wei Zhao, Ke Ma, Liang Wu, Huawen Chen et al. · 2020 · Scientific Reports
181. Development and validation of a risk score using complete blood count to predict in-hospital mortality in COVID-19 patients
     Hui Liu, Jing Chen, Qin Yang, Fang Lei, Changjiang Zhang, Juan‐Juan Qin, Ze Chen, Lihua Zhu, Xiaohui Song, Liangjie Bai et al. · 2021 · Med
182. Pneumonia scoring systems for severe COVID-19: which one is better
     Pengfei Cheng, Hao Wu, Junzhe Yang, Xiaoyang Song, Mengda Xu, Bixi Li, Junjun Zhang, Mingzhe Qin, Cheng Zhou, Xiang Ping Zhou · 2021 · Virology Journal
183. A Learning-Based Model to Evaluate Hospitalization Priority in COVID-19 Pandemics
     Y.K. Zheng, Yinheng Zhu, Mengqi Ji, Rongpin Wang, Xinfeng Liu, Mudan Zhang, Jun Liu, Xiaochun Zhang, Choo Hui Qin, Lu Fang et al. · 2020 · Patterns
184. A Predicting Nomogram for Mortality in Patients With COVID-19
     Deng Pan, Dandan Cheng, Yiwei Cao, Chuan Hu, Fenglin Zou, Wencheng Yu, Tao Xu · 2020 · Frontiers in Public Health
185. Risk Factors for Myocardial Injury in Patients with Coronavirus Disease 2019 in China
     Qin Fan, Hongling Zhu, Jiaxin Zhao, Lingfang Zhuang, Hang Zhang, Hongyang Xie, Ruiyan Zhang, Juan F. Granada, Xiaogang Xiang, Weiguo Hu et al. · 2020 · ESC Heart Failure
186. Development of a data-driven COVID-19 prognostication tool to inform triage and step-down care for hospitalised patients in Hong Kong: a population-based cohort study
     Eva L. H. Tsui, Carrie Siu Man Lui, Pauline Woo, A Cheung, Peggo K. W. Lam, Van T. W. Tang, C. F. Yiu, C.H. Wan, Libby H.Y. Lee · 2020 · BMC Medical Informatics and Decision Making
187. Comparison of in-hospital mortality risk prediction models from COVID-19
     Ali El-Solh, Yolanda Lawson, Michael Carter, Daniel A. El-Solh, Kari A. Mergenhagen · 2020 · PLoS ONE
188. Age, neutrophil lymphocyte ratio, and radiographic assessment of the quantity of lung edema (RALE) score to predict in-hospital mortality in COVID-19 patients: a retrospective study
     Anggraini Dwi Sensusiati, Muhammad Amin, Nasronudin Nasronudin, Alfian Nur Rosyid, Nanda Aulya Ramadhan, Rofida Lathifah, Eva Puspitasari, Ria Indah Wahyuningtyas, Erika Soebakti · 2020 · F1000Research
189. Clinical stability and in-hospital mortality prediction in COVID-19 patients presenting to the Emergency Department
     Francesco Gavelli, Luigi Mario Castello, Mattia Bellan, Danila Azzolina, Eyal Hayden, Michela Beltrame, Alessandra Galbiati, Clara Ada Gardino, Maria Luisa Gastaldello, Francesca Maria Giolitti et al. · 2021 · Minerva Medica
190. Prediction of COVID-19 Patients at High Risk of Progression to Severe Disease
     Zhenyu Dai, Dong Zeng, Dawei Cui, Dawei Wang, Yanling Feng, Yuhan Shi, Liangping Zhao, Jingjing Xu, Wenjuan Guo, Yuexiang Yang et al. · 2020 · Frontiers in Public Health
191. Clinical Decision Support Tool and Rapid Point-of-Care Platform for Determining Disease Severity in Patients with COVID-19
     Michael P. McRae, Glennon W. Simmons, Nicolaos J. Christodoulides et al. · 2020 · medRxiv
192. Risk factors for mortality in critically ill patients with COVID‐19 in Huanggang, China: A single‐center multivariate pattern analysis
     Yinyin Chen, Zeqiang Linli, Yuting Lei, Yiya Yang, Zhi-Peng Liu, Youchun Xia, Yumei Liang, Huabo Zhu, Shuixia Guo · 2020 · Journal of Medical Virology
193. Novel risk scoring system for predicting acute respiratory distress syndrome among hospitalized patients with coronavirus disease 2019 in Wuhan, China
     Mengyuan Liang, Miao He, Jian Tang, Xin‐Liang He, Zhijun Liu, Siwei Feng, Ping Chen, Hui Li, Yue Xue, Tao Bai et al. · 2020 · BMC Infectious Diseases
194. Development and external validation of a COVID-19 mortality risk prediction algorithm: a multicentre retrospective cohort study
     Jin Mei, Weihua Hu, Qijian Chen, Li Chang, Zaishu Chen, Yanjie Fan, Shuwei Tian, Zhuheng Zhang, Bin Li, Qifa Ye et al. · 2020 · BMJ Open
195. Missing Data and Imputation: A Practical Illustration in a Prognostic Study on Low Back Pain
     David Vergouw, Martijn W. Heymans, Daniëlle van der Windt, Nadine Elizabeth Foster, Kate M. Dunn, Henriëtte Eveline van der Horst, Henrica C. W. de Vet · 2012 · Journal of Manipulative and Physiological Therapeutics
196. Novel biomarker genes which distinguish between smokers and chronic obstructive pulmonary disease patients with machine learning approach
     K. Matsumura, S. Ito · 2020 · BMC Pulmonary Medicine
197. A biomarker based severity progression indicator for COVID-19: the Kuwait prognosis indicator score
     Mohammad H. Jamal, Suhail A.R. Doi, Sarah Al‐Youha, Sulaiman M. Almazeedi, Mohannad Al‐Haddad, Ali Al‐Muhaini, Fahad Al-Ghimlas, Muhammad E. H. Chowdhury, Salman K Al-Sabah · 2020 · Biomarkers
198. Multivariate analysis of CT imaging, laboratory, and demographical features for prediction of acute kidney injury in COVID-19 patients: a Bi-centric analysis
     Stefanie J. C. G. Hectors, Sadjad Riyahi, Hreedi Dev, Karthik R. Krishnan, Daniel Margolis, Martin R. Prince · 2020 · Abdominal Radiology
199. A CT-based radiomics nomogram for predicting prognosis of coronavirus disease 2019 (COVID-19) radiomics nomogram predicting COVID-19
     Hang Chen, Ming Zeng, Xinglan Wang, Liping Su, Yuwei Xia, Quan Yang, Dan Liu · 2020 · British Journal of Radiology
200. A Retrospective Observational Study to Determine the Early Predictors of In-hospital Mortality at Admission with COVID-19
     Rajesh Chawla, Sudha Kansal, Aakanksha Chawla Jain, Raman Sardana, Roseleen Kaur Bali, Sujoy Kar · 2020 · Indian Journal of Critical Care Medicine