Diseases GBD, Injuries C. Global burden of 369 diseases and injuries in 204 countries and territories, 1990-2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet. 2020;396:1204–22.

Article  Google Scholar 

Groenewegen A, Rutten FH, Mosterd A, Hoes AW. Epidemiology of heart failure. Eur J Heart Fail. 2020;22:1342–56.

Article  PubMed  Google Scholar 

Braunwald E. The war against heart failure: the Lancet lecture. Lancet. 2015;385:812–24.

Article  PubMed  Google Scholar 

La Franca E, Manno G, Ajello L, et al. Physiopathology and diagnosis of congestive heart failure: consolidated certainties and new perspectives. Curr Probl Cardiol. 2021;46:100691.

Article  PubMed  Google Scholar 

Alviar CL, Miller PE, McAreavey D, et al. Positive pressure ventilation in the cardiac intensive care unit. J Am Coll Cardiol. 2018;72:1532–53.

Article  PubMed  Google Scholar 

Herring AA, Ginde AA, Fahimi J, et al. Increasing critical care admissions from U.S. emergency departments, 2001-2009. Crit Care Med. 2013;41:1197–204.

Article  PubMed  PubMed Central  Google Scholar 

Pham T, Brochard LJ, Slutsky AS. Mechanical ventilation: state of the art. Mayo Clin Proc. 2017;92:1382–400.

Article  PubMed  Google Scholar 

MacIntyre NR, Epstein SK, Carson S, et al. Management of patients requiring prolonged mechanical ventilation: report of a NAMDRC consensus conference. Chest. 2005;128:3937–54.

Article  PubMed  Google Scholar 

Lamas D. Chronic critical illness. N Engl J Med. 2014;370:175–7.

Article  CAS  PubMed  Google Scholar 

Zilberberg MD, Luippold RS, Sulsky S, Shorr AF. Prolonged acute mechanical ventilation, hospital resource utilization, and mortality in the United States. Crit Care Med. 2008;36:724–30.

Article  PubMed  Google Scholar 

Seneff MG, Zimmerman JE, Knaus WA, Wagner DP, Draper EA. Predicting the duration of mechanical ventilation. The importance of disease and patient characteristics. Chest. 1996;110:469–79.

Article  CAS  PubMed  Google Scholar 

Lin WC, Chen CW, Wang JD, Tsai LM. Is tracheostomy a better choice than translaryngeal intubation for critically ill patients requiring mechanical ventilation for more than 14 days? A comparison of short-term outcomes. BMC Anesthesiol. 2015;15:181.

Article  PubMed  PubMed Central  Google Scholar 

Damuth E, Mitchell JA, Bartock JL, Roberts BW, Trzeciak S. Long-term survival of critically ill patients treated with prolonged mechanical ventilation: a systematic review and meta-analysis. Lancet Respir Med. 2015;3:544–53.

Article  PubMed  Google Scholar 

Bzdok D, Krzywinski M, Altman N. Machine learning: supervised methods. Nat Methods. 2018;15:5–6.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Li L, Zhang Z, Xiong Y, et al. Prediction of hospital mortality in mechanically ventilated patients with congestive heart failure using machine learning approaches. Int J Cardiol. 2022;358:59–64.

Article  PubMed  Google Scholar 

Johnson ABL, Pollard T, Horng S, Celi LA, Mark R. MIMIC-IV (version 1.0), PhysioNet, 2021.

Pollard TJ, Johnson AEW, Raffa JD, et al. The eICU Collaborative Research Database, a freely available multi-center database for critical care research. Sci Data. 2018;5:180178.

Article  PubMed  PubMed Central  Google Scholar 

Collins GS, Reitsma JB, Altman DG, Moons KG. Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement. BMJ. 2015;350:g7594.

Article  PubMed  Google Scholar 

Hunt SA, Baker DW, Chin MH, et al. ACC/AHA guidelines for the evaluation and management of chronic heart failure in the adult: executive summary a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Committee to Revise the 1995 Guidelines for the Evaluation and Management of Heart Failure): developed in collaboration with the International Society for Heart and Lung Transplantation; Endorsed by the Heart Failure Society of America. Circulation. 2001;104:2996–3007.

Article  CAS  PubMed  Google Scholar 

Lanks CW, Musani AI, Hsia DW. Community-acquired pneumonia and hospital-acquired pneumonia. Med Clin North Am. 2019;103:487–501.

Article  PubMed  Google Scholar 

Khwaja A. KDIGO clinical practice guidelines for acute kidney injury. Nephron Clin Pract. 2012;120:c179–84.

Article  PubMed  Google Scholar 

Singer M, Deutschman CS, Seymour CW, et al. The third international consensus definitions for sepsis and septic Sshock (Sepsis-3). JAMA. 2016;315:801–10.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Kok BC, Choi JS, Oh H, Choi JY. Sparse extended redundancy analysis: variable selection via the exclusive LASSO. Multivar Behav Res. 2021;56:426–46.

Article  Google Scholar 

Lundberg SM, Erion G, Chen H, et al. From local explanations to global understanding with explainable AI for trees. Nat Mach Intell. 2020;2:56–67.

Article  PubMed  PubMed Central  Google Scholar 

Li L, Jamieson K, Desalvo G, Rostamizadeh A, Talwalkar A. Hyperband: a novel bandit-based approach to hyperparameter optimization. J Mach Learn Res. 2016;18:1-52.

Google Scholar 

Ferreira FL, Bota DP, Bross A, Melot C, Vincent JL. Serial evaluation of the SOFA score to predict outcome in critically ill patients. JAMA. 2001;286:1754–8.

Article  CAS  PubMed  Google Scholar 

Le Gall JR, Lemeshow S, Saulnier F. A new simplified acute physiology score (SAPS II) based on a European/North American multicenter study. JAMA. 1993;270:2957–63.

Article  PubMed  Google Scholar 

Le Gall JR, Klar J, Lemeshow S, et al. The logistic organ dysfunction system. A new way to assess organ dysfunction in the intensive care unit. ICU Scoring Group. JAMA. 1996;276:802–10.

Article  PubMed  Google Scholar 

Zhang Z. Multiple imputation with multivariate imputation by chained equation (MICE) package. Ann Transl Med. 2016;4:30.

PubMed  PubMed Central  Google Scholar 

Hancock JT, Khoshgoftaar TM. CatBoost for big data: an interdisciplinary review. J Big Data. 2020;7:94.

Article  PubMed  PubMed Central  Google Scholar 

Prokhorenkova L, Gusev G, Vorobev A, Dorogush AV, Gulin A. CatBoost: unbiased boosting with categorical features. In: Bengio S, Wallach H, Larochelle H, Grauman K, Cesa-Bianchi N, Garnett R (Ed.), Advances in neural information processing systems 31, Curran Associates, Inc., 2018;6638-6648.

Boorsma EM, Ter Maaten JM, Damman K, et al. Congestion in heart failure: a contemporary look at physiology, diagnosis and treatment. Nat Rev Cardiol. 2020;17:641–55.

Article  PubMed  Google Scholar 

Alcon A, Fabregas N, Torres A. Pathophysiology of pneumonia. Clin Chest Med. 2005;26:39–46.

Article  PubMed  Google Scholar 

Lelubre C, Vincent JL. Mechanisms and treatment of organ failure in sepsis. Nat Rev Nephrol. 2018;14:417–27.

Article  PubMed  Google Scholar 

Goetze JP, Bruneau BG, Ramos HR, et al. Cardiac natriuretic peptides. Nat Rev Cardiol. 2020;17:698–717.

Article  CAS  PubMed  Google Scholar 

Omland T. Advances in congestive heart failure management in the intensive care unit: B-type natriuretic peptides in evaluation of acute heart failure. Crit Care Med. 2008;36:S17–27.

Article  CAS  PubMed  Google Scholar 

Park KC, Gaze DC, Collinson PO, Marber MS. Cardiac troponins: from myocardial infarction to chronic disease. Cardiovasc Res. 2017;113:1708–18.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Rumbak MJ, Newton M, Truncale T, et al. A prospective, randomized, study comparing early percutaneous dilational tracheotomy to prolonged translaryngeal intubation (delayed tracheotomy) in critically ill medical patients. Crit Care Med. 2004;32:1689–94.

Article  PubMed  Google Scholar