Cargando…

Prediction of hospital mortality in intensive care unit patients from clinical and laboratory data: A machine learning approach

BACKGROUND: Intensive care unit (ICU) patients demand continuous monitoring of several clinical and laboratory parameters that directly influence their medical progress and the staff’s decision-making. Those data are vital in the assistance of these patients, being already used by several scoring sy...

Descripción completa

Detalles Bibliográficos
Autores principales:	Caires Silveira, Elena, Mattos Pretti, Soraya, Santos, Bruna Almeida, Santos Corrêa, Caio Fellipe, Madureira Silva, Leonardo, Freire de Melo, Fabrício
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Baishideng Publishing Group Inc 2022
Materias:	Retrospective Study
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9483004/ https://www.ncbi.nlm.nih.gov/pubmed/36160934 http://dx.doi.org/10.5492/wjccm.v11.i5.317

Ejemplares similares

Recognition of esophagitis in endoscopic images using transfer learning
por: Caires Silveira, Elena, et al.
Publicado: (2022)

The Levine laboratory and the discovery of p53
por: Linzer, Daniel
Publicado: (2019)

Machine learning in data abstraction: A computable phenotype for sepsis and septic shock diagnosis in the intensive care unit
por: Dhungana, Prabij, et al.
Publicado: (2019)

Effect of alprostadil in the treatment of intensive care unit patients with acute renal injury
por: Jia, Yan, et al.
Publicado: (2021)

Acute kidney injury in traumatic brain injury intensive care unit patients
por: Huang, Zheng-Yang, et al.
Publicado: (2022)

Hypotension after intensive care unit drop-off in adult cardiac surgery patients
por: Cengic, Sabina, et al.
Publicado: (2020)

Risk factors for delirium after surgery for craniocerebral injury in the neurosurgical intensive care unit
por: Chen, Ri-Yu, et al.
Publicado: (2022)

Clinical and biochemical predictors of intensive care unit admission among patients with diabetic ketoacidosis
por: Khan, Adeel Ahmad, et al.
Publicado: (2023)

National preparedness survey of pediatric intensive care units with simulation centers during the coronavirus pandemic
por: Abulebda, Kamal, et al.
Publicado: (2020)

Evaluation of progressive early rehabilitation training mode in intensive care unit patients with mechanical ventilation
por: Qie, Xiao-Jing, et al.
Publicado: (2022)

Critical care management and intensive care unit outcomes following cytoreductive surgery with hyperthermic intraperitoneal chemotherapy
por: Kapoor, Sumit, et al.
Publicado: (2017)

Intensive care unit complications and outcomes of adult patients with hemophagocytic lymphohistiocytosis: A retrospective study of 16 cases
por: Kapoor, Sumit, et al.
Publicado: (2018)

Machine learning models for predicting non-alcoholic fatty liver disease in the general United States population: NHANES database
por: Atsawarungruangkit, Amporn, et al.
Publicado: (2021)

Risk factors, incidence, and morbidity associated with antibiotic-associated diarrhea in intensive care unit patients receiving antibiotic monotherapy
por: Zhou, Hong, et al.
Publicado: (2020)

Effects of acute kidney injury on acute pancreatitis patients’ survival rate in intensive care unit: A retrospective study
por: Shi, Ni, et al.
Publicado: (2021)

C-reactive protein as a non-linear predictor of prolonged length of intensive care unit stay after gastrointestinal cancer surgery
por: Yan, Ya-Min, et al.
Publicado: (2022)

Multidrug-resistant organisms in intensive care units and logistic analysis of risk factors
por: Han, Ying, et al.
Publicado: (2022)

Optimal laboratory testing protocol for patients with acne taking oral isotretinoin
por: Park, Yu Jeong, et al.
Publicado: (2023)

Characteristics, risk factors, and outcomes of bloodstream Candida infections in the intensive care unit: a retrospective cohort study
por: Hohmann, Fábio Barlem, et al.
Publicado: (2023)

Incidence of hepatocellular carcinoma in patients with chronic liver disease due to hepatitis B or C and coinfected with the human immunodeficiency virus: A retrospective cohort study
por: Marcon, Patrícia dos Santos, et al.
Publicado: (2018)

Routine laboratory parameters in patients with necrotizing pancreatitis by the time of operative pancreatic debridement: Food for thought
por: Susak, Yaroslav M, et al.
Publicado: (2022)

Early vs late oral nutrition in patients with diabetic ketoacidosis admitted to a medical intensive care unit
por: Lipatov, Kirill, et al.
Publicado: (2019)

Prognostic value of serum microRNA-122 in hepatocellular carcinoma is dependent on coexisting clinical and laboratory factors
por: Franck, Martin, et al.
Publicado: (2020)

Evaluation of bed vacancy and occupancy times as governance parameters in patients admitted to a public intensive care unit
por: Alves Júnior, Marcos Antonio, et al.
Publicado: (2020)

Prognostic factors of severe pneumonia in patients treated with rituximab in the intensive care unit
por: Yao, Lili, et al.
Publicado: (2022)

Prediction of intracranial lesions in patients with consciousness disturbance by ultrasonography in the intensive care unit
por: Shono, Yuji, et al.
Publicado: (2022)

Role of non-Helicobacter pylori gastric Helicobacters in helicobacter pylori-negative gastric mucosa-associated lymphoid tissue lymphoma
por: Lemos, Fabian Fellipe Bueno, et al.
Publicado: (2023)

Comparison of demographic features and laboratory parameters between COVID-19 deceased patients and surviving severe and critically ill cases
por: Wang, Lei, et al.
Publicado: (2022)

Pediatric multisystem inflammatory syndrome associated with COVID-19: Insights in pathogenesis and clinical management
por: Silva Luz, Marcel, et al.
Publicado: (2023)

Determination of functional prognosis in hospitalized patients following an intensive care admission
por: Ferreira, Natália A, et al.
Publicado: (2016)

Machine learning approach to predict acute kidney injury after liver surgery
por: Dong, Jun-Feng, et al.
Publicado: (2021)

Flap failure prediction in microvascular tissue reconstruction using machine learning algorithms
por: Shi, Yu-Cang, et al.
Publicado: (2022)

Influence of Helicobacter pylori oncoprotein CagA in gastric cancer: A critical-reflective analysis
por: Freire de Melo, Fabrício, et al.
Publicado: (2022)

Determinants of mechanical restraint in an acute psychiatric care unit
por: El-Abidi, Khadija, et al.
Publicado: (2021)

Tripartite intensive intervention for prevention of rebleeding in elderly patients with hypertensive cerebral hemorrhage
por: Li, Cai-Xia, et al.
Publicado: (2021)

Analysis of 12 variants in the development of gastric and colorectal cancers
por: Cavalcante, Giovanna C, et al.
Publicado: (2017)

Intensive care unit readmission in adult Egyptian patients undergoing living donor liver transplant: A single-centre retrospective cohort study
por: Salah, Manar, et al.
Publicado: (2022)

Usefulness of oxidative stress marker evaluation at admission to the intensive care unit in patients with COVID-19
por: Daskaya, Hayrettin, et al.
Publicado: (2021)

Prediction of permanent pacemaker implantation after transcatheter aortic valve replacement: The role of machine learning
por: Agasthi, Pradyumna, et al.
Publicado: (2023)

Role of nickel-regulated small RNA in modulation of Helicobacter pylori virulence factors
por: Freire de Melo, Fabrício, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_m44rg9d16mukq0vpmdt92j1hsj