Education/CredentialsPost Doctoral Fellowship: Massachussets Institute of Technology (Data Science & AI)Doctoral Degree: Universidade Federal do Estado de São PauloMaster Degree: Universidade federal do Estado de São PauloMD: Universidade de Mogi das Cruzes Contact Information One Stetson Square Office 513-558-2725 Email delibero@ucmail.uc.edu Peer Reviewed Publications Gutfreund, Maria Celidonio; Callado, Gustavo Yano; Pardo, Isabele; Hsieh, Mariana Kim; Celeghini, Patrícia Deffune; Lopes, Gabriel O V; Marra, Pedro S; Cheng, Yan Runa; Kobayashi, Takaaki; Pinho, João Renato Rebello; Generoso, José Roberto; Bulgarelli, Lucas; Mendonça, Eneida A; Deliberato, Rodrigo Octávio; Amgarten, Deyvid Emanuel; Malta, Fernanda de Mello; Edmond, Michael B; Marra, Alexandre R 2026. Metagenomic next-generation sequencing in pediatric infectious disease diagnosis: A comprehensive systematic literature review and meta-analysis. Diagnostic microbiology and infectious disease, 114 4, 117248Ferreira, Julia Messina Gonzaga; Generoso, José Roberto; Marra, Alexandre R; Deliberato, Rodrigo Octávio; Dewan, Maya; Loeb, Daniel; Real, Francis; Collins, Kelly; Ely, Kelly; Zackoff, Matthew; Lopes, Gabriel de Oliveira Vasques; Pardo, Isabele; Gutfreund, Maria Celidonio; Callado, Gustavo Yano; Mendonça, Eneida A 2025. Effectiveness of Low-cost, Technology-enhanced Simulation Training for Healthcare Training in Low-and Middle-income Countries (LMICs): A Systematic Literature Review. Journal of general internal medicine, 40 16, 4040-4050Marra, Pedro S; Marra, Alexandre R; Chen, Eileen; Kobayashi, Takaaki; Celeghini, Patrícia Deffune; Gutfreund, Maria Celidonio; Pardo, Isabele; Lopes, Gabriel O V; Hsieh, Mariana Kim; Boodhoo, Nicole A; Fu, Daniel; Torres-Espinosa, Michael A; Li, Yimeng; Deliberato, Rodrigo Octávio; Algain, Sulwan Mujahid A; Salinas, Jorge L; Edmond, Michael B; Amgarten, Deyvid Emanuel; de Mello Malta, Fernanda; Dos Santos, Nathalia Villa; Pinho, João Renato Rebello; Louine, Martineau; Wilson, Michael R 2025. Metagenomic Next-generation Sequencing in Patients With Infectious Meningoencephalitis: A Comprehensive Systematic Literature Review and Meta-analysis. Open forum infectious diseases, 12 5, ofaf274Salluh, Jorge I F; Moralez, Giulliana M; Tracy, Alexander; Deliberato, Rodrigo Octavio 2025. ICU scoring systems: current perspectives and future directions. Current opinion in critical care, 31 5, 608-615Venkatesh, Balasubramanian; Rey, Diego Ariel; Evans, David M; Yao, Lijing; Finfer, Simon; Bellomo, Rinaldo; Silva, Tiago Chedraoui; Cohen, Jeremy; Qiu, Yu; Lucena, Wellington Dos Reis; Hammond, Naomi; Myburgh, John; Li, Qiang; Damiani, Lucas Petri; Devaux, Anthony; Deliberato, Rodrigo Octavio 2025. A gene expression-based approach for the precision use of hydrocortisone in septic shock patients; a secondary analysis of the ADRENAL trial. Critical care and resuscitation : journal of the Australasian Academy of Critical Care Medicine, 27 2, 100109Callado, Gustavo Yano; Gutfreund, Maria Celidonio; Pardo, Isabele; Hsieh, Mariana Kim; Lin, Vivian; Sampson, Mindy Marie; Nava, Guillermo Rodriguez; Marins, Tássia Aporta; Deliberato, Rodrigo Octávio; Martino, Marinês Dalla Valle; Holubar, Marisa; Salinas, Jorge L; Marra, Alexandre R 2024. Syphilis Treatment: Systematic Review and Meta-Analysis Investigating Nonpenicillin Therapeutic Strategies. Open forum infectious diseases, 11 4, ofae142Callado, Gustavo Yano; Pardo, Isabele; Gutfreund, Maria Celidonio; Deliberato, Rodrigo Octávio; Holubar, Marisa; Salinas, Jorge L; Marra, Christina M; Perencevich, Eli N; Marra, Alexandre R 2024. Insights Into Treatment Alternatives for Neurosyphilis: Systematic Literature Review and Meta-Analysis. Sexually transmitted diseases, 51 10, 641-647Chaves, Renato Carneiro de Freitas; Barbas, Carmen Silvia Valente; Queiroz, Veronica Neves Fialho; Serpa Neto, Ary; Deliberato, Rodrigo Octavio; Pereira, Adriano José; Timenetsky, Karina Tavares; Silva Júnior, João Manoel; Takaoka, Flávio; de Backer, Daniel; Celi, Leo Anthony; Corrêa, Thiago Domingos 2024. Assessment of fluid responsiveness using pulse pressure variation, stroke volume variation, plethysmographic variability index, central venous pressure, and inferior vena cava variation in patients undergoing mechanical ventilation: a systematic review and meta-analysis. Critical care (London, England), 28 1, 289Siuba, Matthew T; Bulgarelli, Lucas; Duggal, Abhijit; Cavalcanti, Alexandre B; Zampieri, Fernando G; Rey, Diego Ariel; Lucena, Wellington Dos Reis; Maia, Israel S; Paisani, Denise M; Laranjeira, Ligia N; Neto, Ary Serpa; Deliberato, Rodrigo Octávio 2024. Differential Effect of Positive End-Expiratory Pressure Strategies in Patients With ARDS: A Bayesian Analysis of Clinical Subphenotypes. Chest, 166 4, 754-764Torbic, Heather; Bulgarelli, Lucas; Deliberato, Rodrigo Octavio; Duggal, Abhijit 2024. Potential Impact of Subphenotyping in Pharmacologic Management of Acute Respiratory Distress Syndrome. Journal of pharmacy practice, 37 4, 955-966Rincon, Teresa A; Raffa, Jesse; Celi, Leo Anthony; Badawi, Omar; Johnson, Alistair E W; Pollard, Tom; Deliberato, Rodrigo Octávio; Pierce, Janet D 2023. Evaluation of evolving sepsis screening criteria in discriminating suspected sepsis and mortality among adult patients admitted to the intensive care unit. International journal of nursing studies, 145 , 104529Duggal, Abhijit; Kast, Rachel; Van Ark, Emily; Bulgarelli, Lucas; Siuba, Matthew T; Osborn, Jeff; Rey, Diego Ariel; Zampieri, Fernando G; Cavalcanti, Alexandre Biasi; Maia, Israel; Paisani, Denise M; Laranjeira, Ligia N; Serpa Neto, Ary; Deliberato, Rodrigo Octávio 2022. Identification of acute respiratory distress syndrome subphenotypes de novo using routine clinical data: a retrospective analysis of ARDS clinical trials. BMJ open, 12 1, e053297Yao, Lijing; Rey, Diego Ariel; Bulgarelli, Lucas; Kast, Rachel; Osborn, Jeff; Van Ark, Emily; Fang, Li Tai; Lau, Bayo; Lam, Hugo; Teixeira, Leonardo Maestri; Neto, Ary Serpa; Bellomo, Rinaldo; Deliberato, Rodrigo Octávio 2022. Gene Expression Scoring of Immune Activity Levels for Precision Use of Hydrocortisone in Vasodilatory Shock. Shock (Augusta, Ga.), 57 3, 384-391Heilmann, Eva; Gregoriano, Claudia; Annane, Djillali; Reinhart, Konrad; Bouadma, Lila; Wolff, Michel; Chastre, Jean; Luyt, Charles-Edouard; Tubach, Florence; Branche, Angela R; Briel, Matthias; Christ-Crain, Mirjam; Welte, Tobias; Corti, Caspar; de Jong, Evelien; Nijsten, Maarten; de Lange, Dylan W; van Oers, Jos A H; Beishuizen, Albertus; Girbes, Armand R J; Deliberato, Rodrigo O; Schroeder, Stefan; Kristoffersen, Kristina B; Layios, Nathalie; Damas, Pierre; Lima, Stella S S; Nobre, Vandack; Wei, Long; Oliveira, Carolina F; Shehabi, Yahya; Stolz, Daiana; Tamm, Michael; Verduri, Alessia; Wang, Jin-Xiang; Drevet, Sabine; Gavazzi, Gaetan; Mueller, Beat; Schuetz, Philipp 2021. Duration of antibiotic treatment using procalcitonin-guided treatment algorithms in older patients: a patient-level meta-analysis from randomized controlled trials. Age and ageing, 50 5, 1546-1556Reis, Aline Mela Dos; Midega, Thais Dias; Deliberato, Rodrigo Octavio; Johnson, Alistair Ew; Bulgarelli, Lucas; Correa, Thiago Domingos; Celi, Leo Anthony; Pelosi, Paolo; Gama De Abreu, Marcelo; Schultz, Marcus J; Serpa Neto, Ary 2021. Effect of spontaneous breathing on ventilator-free days in critically ill patients-an analysis of patients in a large observational cohort. Annals of translational medicine, 9 9, 783Swart, Pien; Deliberato, Rodrigo Octavio; Johnson, Alistair E W; Pollard, Tom J; Bulgarelli, Lucas; Pelosi, Paolo; de Abreu, Marcelo Gama; Schultz, Marcus J; Neto, Ary Serpa 2021. Impact of sex on use of low tidal volume ventilation in invasively ventilated ICU patients-A mediation analysis using two observational cohorts. PloS one, 16 7, e0253933Bulgarelli, Lucas; Deliberato, Rodrigo Octávio; Johnson, Alistair E W 2020. Prediction on critically ill patients: The role of "big data". Journal of critical care, 60 , 64-68Danziger, John; Ángel Armengol de la Hoz, Miguel; Li, Wenyuan; Komorowski, Matthieu; Deliberato, Rodrigo Octávio; Rush, Barret N M; Mukamal, Kenneth J; Celi, Leo; Badawi, Omar 2020. Temporal Trends in Critical Care Outcomes in U.S. Minority-Serving Hospitals. American journal of respiratory and critical care medicine, 201 6, 681-687, ; Núñez Reiz, Antonio; Martínez Sagasti, Fernando; Álvarez González, Manuel; Blesa Malpica, Antonio; Martín Benítez, Juan Carlos; Nieto Cabrera, Mercedes; Del Pino Ramírez, Ángela; Gil Perdomo, José Miguel; Prada Alonso, Jesús; Celi, Leo Anthony; Armengol de la Hoz, Miguel Ángel; Deliberato, Rodrigo; Paik, Kenneth; Pollard, Tom; Raffa, Jesse; Torres, Felipe; Mayol, Julio; Chafer, Joan; González Ferrer, Arturo; Rey, Ángel; González Luengo, Henar; Fico, Giuseppe; Lombroni, Ivana; Hernandez, Liss; López, Laura; Merino, Beatriz; Cabrera, María Fernanda; Arredondo, María Teresa; Bodí, María; Gómez, Josep; Rodríguez, Alejandro; Sánchez García, Miguel 2019. Big data and machine learning in critical care: Opportunities for collaborative research. Medicina intensiva, 43 1, 52-57Bulgarelli, Lucas; Deliberato, Rodrigo Octavio; Stone, David J; Celi, Leo Anthony; Johnson, Alistair E W 2019. The authors reply. Critical care medicine, 47 7, e612Cosgriff, Christopher V; Celi, Leo Anthony; Ko, Stephanie; Sundaresan, Tejas; Armengol de la Hoz, Miguel Ángel; Kaufman, Aaron Russell; Stone, David J; Badawi, Omar; Deliberato, Rodrigo Octavio 2019. Developing well-calibrated illness severity scores for decision support in the critically ill. NPJ digital medicine, 2 , 76Deliberato, Rodrigo Octávio; Escudero, Guilherme Goto; Bulgarelli, Lucas; Neto, Ary Serpa; Ko, Stephanie Q; Campos, Niklas Soderberg; Saat, Berke; Amaro, Edson; Lopes, Fabio Silva; Johnson, Alistair Ew 2019. SEVERITAS: An externally validated mortality prediction for critically ill patients in low and middle-income countries. International journal of medical informatics, 131 , 103959Deliberato, Rodrigo Octavio; Serpa Neto, Ary; Komorowski, Matthieu; Stone, David J; Ko, Stephanie Q; Bulgarelli, Lucas; Rodrigues Ponzoni, Carolina; de Freitas Chaves, Renato Carneiro; Celi, Leo Anthony; Johnson, Alistair E W 2019. An Evaluation of the Influence of Body Mass Index on Severity Scoring. Critical care medicine, 47 2, 247-253Meier, Marc A; Branche, Angela; Neeser, Olivia L; Wirz, Yannick; Haubitz, Sebastian; Bouadma, Lila; Wolff, Michel; Luyt, Charles E; Chastre, Jean; Tubach, Florence; Christ-Crain, Mirjam; Corti, Caspar; Jensen, Jens-Ulrik S; Deliberato, Rodrigo O; Kristoffersen, Kristina B; Damas, Pierre; Nobre, Vandack; Oliveira, Carolina F; Shehabi, Yahya; Stolz, Daiana; Tamm, Michael; Mueller, Beat; Schuetz, Philipp 2019. Procalcitonin-guided Antibiotic Treatment in Patients With Positive Blood Cultures: A Patient-level Meta-analysis of Randomized Trials. Clinical infectious diseases : an official publication of the Infectious Diseases Society of America, 69 3, 388-396Serpa Neto, Ary; Deliberato, Rodrigo Octavio; Johnson, Alistair Ew; Pollard, Tom J; Celi, Leo A; Pelosi, Paolo; Gama de Abreu, Marcelo; Schultz, Marcus J 2019. Normalization of mechanical power to anthropometric indices: impact on its association with mortality in critically ill patients. Intensive care medicine, 45 12, 1835-1837Celi, Leo Anthony; Deliberato, Rodrigo; Vieira, Susana 2018. Foreword. International journal of medical informatics, 113 , 96-97Deliberato, Rodrigo Octávio; Ko, Stephanie; Komorowski, Matthieu; Armengol de La Hoz, M A; Frushicheva, Maria P; Raffa, Jesse D; Johnson, Alistair E W; Celi, Leo Anthony; Stone, David J 2018. Severity of Illness Scores May Misclassify Critically Ill Obese Patients. Critical care medicine, 46 3, 394-400Johnson, Alistair E W; Aboab, Jerome; Raffa, Jesse D; Pollard, Tom J; Deliberato, Rodrigo O; Celi, Leo A; Stone, David J 2018. A Comparative Analysis of Sepsis Identification Methods in an Electronic Database. Critical care medicine, 46 4, 494-499Piza, Felipe Maia de Toledo; Celi, Leo Anthony; Deliberato, Rodrigo Octavio; Bulgarelli, Lucas; de Carvalho, Fabricio Rodrigues Torres; Filho, Roberto Rabello; de La Hoz, Miguel Angel Armengol; Kesselheim, Jennifer Cohn 2018. Assessing team effectiveness and affective learning in a datathon. International journal of medical informatics, 112 , 40-44Schuetz, Philipp; Bolliger, Rebekka; Merker, Meret; Christ-Crain, Mirjam; Stolz, Daiana; Tamm, Michael; Luyt, Charles E; Wolff, Michel; Schroeder, Stefan; Nobre, Vandack; Reinhart, Konrad; Branche, Angela; Damas, Pierre; Nijsten, Maarten; Deliberato, Rodrigo O; Verduri, Alessia; Beghé, Bianca; Cao, Bin; Shehabi, Yahya; Jensen, Jens-Ulrik S; Beishuizen, Albertus; de Jong, Evelien; Briel, Matthias; Welte, Tobias; Mueller, Beat 2018. Procalcitonin-guided antibiotic therapy algorithms for different types of acute respiratory infections based on previous trials. Expert review of anti-infective therapy, 16 7, 555-564Schuetz, Philipp; Wirz, Yannick; Sager, Ramon; Christ-Crain, Mirjam; Stolz, Daiana; Tamm, Michael; Bouadma, Lila; Luyt, Charles E; Wolff, Michel; Chastre, Jean; Tubach, Florence; Kristoffersen, Kristina B; Burkhardt, Olaf; Welte, Tobias; Schroeder, Stefan; Nobre, Vandack; Wei, Long; Bucher, Heiner C; Annane, Djillali; Reinhart, Konrad; Falsey, Ann R; Branche, Angela; Damas, Pierre; Nijsten, Maarten; de Lange, Dylan W; Deliberato, Rodrigo O; Oliveira, Carolina F; Maravić-Stojković, Vera; Verduri, Alessia; Beghé, Bianca; Cao, Bin; Shehabi, Yahya; Jensen, Jens-Ulrik S; Corti, Caspar; van Oers, Jos A H; Beishuizen, Albertus; Girbes, Armand R J; de Jong, Evelien; Briel, Matthias; Mueller, Beat 2018. Effect of procalcitonin-guided antibiotic treatment on mortality in acute respiratory infections: a patient level meta-analysis. The Lancet. Infectious diseases, 18 1, 95-107Serpa Neto, Ary; Deliberato, Rodrigo Octavio; Johnson, Alistair E W; Bos, Lieuwe D; Amorim, Pedro; Pereira, Silvio Moreto; Cazati, Denise Carnieli; Cordioli, Ricardo L; Correa, Thiago Domingos; Pollard, Tom J; Schettino, Guilherme P P; Timenetsky, Karina T; Celi, Leo A; Pelosi, Paolo; Gama de Abreu, Marcelo; Schultz, Marcus J 2018. Mechanical power of ventilation is associated with mortality in critically ill patients: an analysis of patients in two observational cohorts. Intensive care medicine, 44 11, 1914-1922Serpa Neto, Ary; Kugener, Guillaume; Bulgarelli, Lucas; Rabello Filho, Roberto; Hoz, Miguel Ángel Armengol de la; Johnson, Alistair Ew; Paik, Kenneth E; Torres, Felipe; Xie, Chen; Amaro Júnior, Edson; Ferraz, Leonardo José Rolim; Celi, Leo Anthony; Deliberato, Rodrigo Octavio 2018. First Brazilian datathon in critical care. Revista Brasileira de terapia intensiva, 30 1, 6-8Wirz, Yannick; Meier, Marc A; Bouadma, Lila; Luyt, Charles E; Wolff, Michel; Chastre, Jean; Tubach, Florence; Schroeder, Stefan; Nobre, Vandack; Annane, Djillali; Reinhart, Konrad; Damas, Pierre; Nijsten, Maarten; Shajiei, Arezoo; deLange, Dylan W; Deliberato, Rodrigo O; Oliveira, Carolina F; Shehabi, Yahya; van Oers, Jos A H; Beishuizen, Albertus; Girbes, Armand R J; de Jong, Evelien; Mueller, Beat; Schuetz, Philipp 2018. Effect of procalcitonin-guided antibiotic treatment on clinical outcomes in intensive care unit patients with infection and sepsis patients: a patient-level meta-analysis of randomized trials. Critical care (London, England), 22 1, 191Deliberato, Rodrigo Octávio; Celi, Leo Anthony; Stone, David J 2017. Clinical Note Creation, Binning, and Artificial Intelligence. JMIR medical informatics, 5 3, e24Deliberato, Rodrigo Octávio; Rocha, Leonardo Lima; Lima, Alex Heitor; Santiago, Caroline Reis Maia; Terra, Jose Cláudio Cyrineu; Dagan, Alon; Celi, Leo Anthony 2017. Physician satisfaction with a multi-platform digital scheduling system. PloS one, 12 3, e0174127Schuetz, Philipp; Wirz, Yannick; Sager, Ramon; Christ-Crain, Mirjam; Stolz, Daiana; Tamm, Michael; Bouadma, Lila; Luyt, Charles E; Wolff, Michel; Chastre, Jean; Tubach, Florence; Kristoffersen, Kristina B; Burkhardt, Olaf; Welte, Tobias; Schroeder, Stefan; Nobre, Vandack; Wei, Long; Bucher, Heiner C; Bhatnagar, Neera; Annane, Djillali; Reinhart, Konrad; Branche, Angela; Damas, Pierre; Nijsten, Maarten; de Lange, Dylan W; Deliberato, Rodrigo O; Lima, Stella Ss; Maravić-Stojković, Vera; Verduri, Alessia; Cao, Bin; Shehabi, Yahya; Beishuizen, Albertus; Jensen, Jens-Ulrik S; Corti, Caspar; Van Oers, Jos A; Falsey, Ann R; de Jong, Evelien; Oliveira, Carolina F; Beghe, Bianca; Briel, Matthias; Mueller, Beat 2017. Procalcitonin to initiate or discontinue antibiotics in acute respiratory tract infections. The Cochrane database of systematic reviews, 10 10, CD007498Wirz, Yannick; Branche, Angela; Wolff, Michel; Welte, Tobias; Nobre, Vandack; Reinhart, Konrad; Falsey, Ann R; Damas, Pierre; Beishuizen, Albertus; Deliberato, Rodrigo O; Shehabi, Yahya; Jensen, Jens-Ulrik S; Mueller, Beat; Schuetz, Philipp 2017. Management of Respiratory Infections with Use of Procalcitonin: Moving toward More Personalized Antibiotic Treatment Decisions. ACS infectious diseases, 3 12, 875-879Pereira, Adriano José; Corrêa, Thiago Domingos; de Almeida, Francisca Pereira; Deliberato, Rodrigo Octávio; Lobato, Michelle dos Santos; Akamine, Nelson; Silva, Eliézer; Cavalcanti, Alexandre Biasi 2015. Inaccuracy of Venous Point-of-Care Glucose Measurements in Critically Ill Patients: A Cross-Sectional Study. PloS one, 10 6, e0129568Deliberato, Rodrigo Octavio; Marra, Alexandre R; Sanches, Paula Rodrigues; Martino, Marines Dalla Valle; Ferreira, Carlos Eduardo dos Santos; Pasternak, Jacyr; Paes, Angela Tavares; Pinto, Lilian Moreira; dos Santos, Oscar Fernando Pavão; Edmond, Michael B 2013. Clinical and economic impact of procalcitonin to shorten antimicrobial therapy in septic patients with proven bacterial infection in an intensive care setting. Diagnostic microbiology and infectious disease, 76 3, 266-71Deliberato, Rodrigo Octávio; Marra, Alexandre R; Corrêa, Thiago Domingos; Martino, Marinês Dalla Vale; Correa, Luci; Dos Santos, Oscar Fernando Pavão; Edmond, Michael B 2012. Catheter related bloodstream infection (CR-BSI) in ICU patients: making the decision to remove or not to remove the central venous catheter. PloS one, 7 3, e32687
Peer Reviewed Publications Gutfreund, Maria Celidonio; Callado, Gustavo Yano; Pardo, Isabele; Hsieh, Mariana Kim; Celeghini, Patrícia Deffune; Lopes, Gabriel O V; Marra, Pedro S; Cheng, Yan Runa; Kobayashi, Takaaki; Pinho, João Renato Rebello; Generoso, José Roberto; Bulgarelli, Lucas; Mendonça, Eneida A; Deliberato, Rodrigo Octávio; Amgarten, Deyvid Emanuel; Malta, Fernanda de Mello; Edmond, Michael B; Marra, Alexandre R 2026. Metagenomic next-generation sequencing in pediatric infectious disease diagnosis: A comprehensive systematic literature review and meta-analysis. Diagnostic microbiology and infectious disease, 114 4, 117248Ferreira, Julia Messina Gonzaga; Generoso, José Roberto; Marra, Alexandre R; Deliberato, Rodrigo Octávio; Dewan, Maya; Loeb, Daniel; Real, Francis; Collins, Kelly; Ely, Kelly; Zackoff, Matthew; Lopes, Gabriel de Oliveira Vasques; Pardo, Isabele; Gutfreund, Maria Celidonio; Callado, Gustavo Yano; Mendonça, Eneida A 2025. Effectiveness of Low-cost, Technology-enhanced Simulation Training for Healthcare Training in Low-and Middle-income Countries (LMICs): A Systematic Literature Review. Journal of general internal medicine, 40 16, 4040-4050Marra, Pedro S; Marra, Alexandre R; Chen, Eileen; Kobayashi, Takaaki; Celeghini, Patrícia Deffune; Gutfreund, Maria Celidonio; Pardo, Isabele; Lopes, Gabriel O V; Hsieh, Mariana Kim; Boodhoo, Nicole A; Fu, Daniel; Torres-Espinosa, Michael A; Li, Yimeng; Deliberato, Rodrigo Octávio; Algain, Sulwan Mujahid A; Salinas, Jorge L; Edmond, Michael B; Amgarten, Deyvid Emanuel; de Mello Malta, Fernanda; Dos Santos, Nathalia Villa; Pinho, João Renato Rebello; Louine, Martineau; Wilson, Michael R 2025. Metagenomic Next-generation Sequencing in Patients With Infectious Meningoencephalitis: A Comprehensive Systematic Literature Review and Meta-analysis. Open forum infectious diseases, 12 5, ofaf274Salluh, Jorge I F; Moralez, Giulliana M; Tracy, Alexander; Deliberato, Rodrigo Octavio 2025. ICU scoring systems: current perspectives and future directions. Current opinion in critical care, 31 5, 608-615Venkatesh, Balasubramanian; Rey, Diego Ariel; Evans, David M; Yao, Lijing; Finfer, Simon; Bellomo, Rinaldo; Silva, Tiago Chedraoui; Cohen, Jeremy; Qiu, Yu; Lucena, Wellington Dos Reis; Hammond, Naomi; Myburgh, John; Li, Qiang; Damiani, Lucas Petri; Devaux, Anthony; Deliberato, Rodrigo Octavio 2025. A gene expression-based approach for the precision use of hydrocortisone in septic shock patients; a secondary analysis of the ADRENAL trial. Critical care and resuscitation : journal of the Australasian Academy of Critical Care Medicine, 27 2, 100109Callado, Gustavo Yano; Gutfreund, Maria Celidonio; Pardo, Isabele; Hsieh, Mariana Kim; Lin, Vivian; Sampson, Mindy Marie; Nava, Guillermo Rodriguez; Marins, Tássia Aporta; Deliberato, Rodrigo Octávio; Martino, Marinês Dalla Valle; Holubar, Marisa; Salinas, Jorge L; Marra, Alexandre R 2024. Syphilis Treatment: Systematic Review and Meta-Analysis Investigating Nonpenicillin Therapeutic Strategies. Open forum infectious diseases, 11 4, ofae142Callado, Gustavo Yano; Pardo, Isabele; Gutfreund, Maria Celidonio; Deliberato, Rodrigo Octávio; Holubar, Marisa; Salinas, Jorge L; Marra, Christina M; Perencevich, Eli N; Marra, Alexandre R 2024. Insights Into Treatment Alternatives for Neurosyphilis: Systematic Literature Review and Meta-Analysis. Sexually transmitted diseases, 51 10, 641-647Chaves, Renato Carneiro de Freitas; Barbas, Carmen Silvia Valente; Queiroz, Veronica Neves Fialho; Serpa Neto, Ary; Deliberato, Rodrigo Octavio; Pereira, Adriano José; Timenetsky, Karina Tavares; Silva Júnior, João Manoel; Takaoka, Flávio; de Backer, Daniel; Celi, Leo Anthony; Corrêa, Thiago Domingos 2024. Assessment of fluid responsiveness using pulse pressure variation, stroke volume variation, plethysmographic variability index, central venous pressure, and inferior vena cava variation in patients undergoing mechanical ventilation: a systematic review and meta-analysis. Critical care (London, England), 28 1, 289Siuba, Matthew T; Bulgarelli, Lucas; Duggal, Abhijit; Cavalcanti, Alexandre B; Zampieri, Fernando G; Rey, Diego Ariel; Lucena, Wellington Dos Reis; Maia, Israel S; Paisani, Denise M; Laranjeira, Ligia N; Neto, Ary Serpa; Deliberato, Rodrigo Octávio 2024. Differential Effect of Positive End-Expiratory Pressure Strategies in Patients With ARDS: A Bayesian Analysis of Clinical Subphenotypes. Chest, 166 4, 754-764Torbic, Heather; Bulgarelli, Lucas; Deliberato, Rodrigo Octavio; Duggal, Abhijit 2024. Potential Impact of Subphenotyping in Pharmacologic Management of Acute Respiratory Distress Syndrome. Journal of pharmacy practice, 37 4, 955-966Rincon, Teresa A; Raffa, Jesse; Celi, Leo Anthony; Badawi, Omar; Johnson, Alistair E W; Pollard, Tom; Deliberato, Rodrigo Octávio; Pierce, Janet D 2023. Evaluation of evolving sepsis screening criteria in discriminating suspected sepsis and mortality among adult patients admitted to the intensive care unit. International journal of nursing studies, 145 , 104529Duggal, Abhijit; Kast, Rachel; Van Ark, Emily; Bulgarelli, Lucas; Siuba, Matthew T; Osborn, Jeff; Rey, Diego Ariel; Zampieri, Fernando G; Cavalcanti, Alexandre Biasi; Maia, Israel; Paisani, Denise M; Laranjeira, Ligia N; Serpa Neto, Ary; Deliberato, Rodrigo Octávio 2022. Identification of acute respiratory distress syndrome subphenotypes de novo using routine clinical data: a retrospective analysis of ARDS clinical trials. BMJ open, 12 1, e053297Yao, Lijing; Rey, Diego Ariel; Bulgarelli, Lucas; Kast, Rachel; Osborn, Jeff; Van Ark, Emily; Fang, Li Tai; Lau, Bayo; Lam, Hugo; Teixeira, Leonardo Maestri; Neto, Ary Serpa; Bellomo, Rinaldo; Deliberato, Rodrigo Octávio 2022. Gene Expression Scoring of Immune Activity Levels for Precision Use of Hydrocortisone in Vasodilatory Shock. Shock (Augusta, Ga.), 57 3, 384-391Heilmann, Eva; Gregoriano, Claudia; Annane, Djillali; Reinhart, Konrad; Bouadma, Lila; Wolff, Michel; Chastre, Jean; Luyt, Charles-Edouard; Tubach, Florence; Branche, Angela R; Briel, Matthias; Christ-Crain, Mirjam; Welte, Tobias; Corti, Caspar; de Jong, Evelien; Nijsten, Maarten; de Lange, Dylan W; van Oers, Jos A H; Beishuizen, Albertus; Girbes, Armand R J; Deliberato, Rodrigo O; Schroeder, Stefan; Kristoffersen, Kristina B; Layios, Nathalie; Damas, Pierre; Lima, Stella S S; Nobre, Vandack; Wei, Long; Oliveira, Carolina F; Shehabi, Yahya; Stolz, Daiana; Tamm, Michael; Verduri, Alessia; Wang, Jin-Xiang; Drevet, Sabine; Gavazzi, Gaetan; Mueller, Beat; Schuetz, Philipp 2021. Duration of antibiotic treatment using procalcitonin-guided treatment algorithms in older patients: a patient-level meta-analysis from randomized controlled trials. Age and ageing, 50 5, 1546-1556Reis, Aline Mela Dos; Midega, Thais Dias; Deliberato, Rodrigo Octavio; Johnson, Alistair Ew; Bulgarelli, Lucas; Correa, Thiago Domingos; Celi, Leo Anthony; Pelosi, Paolo; Gama De Abreu, Marcelo; Schultz, Marcus J; Serpa Neto, Ary 2021. Effect of spontaneous breathing on ventilator-free days in critically ill patients-an analysis of patients in a large observational cohort. Annals of translational medicine, 9 9, 783Swart, Pien; Deliberato, Rodrigo Octavio; Johnson, Alistair E W; Pollard, Tom J; Bulgarelli, Lucas; Pelosi, Paolo; de Abreu, Marcelo Gama; Schultz, Marcus J; Neto, Ary Serpa 2021. Impact of sex on use of low tidal volume ventilation in invasively ventilated ICU patients-A mediation analysis using two observational cohorts. PloS one, 16 7, e0253933Bulgarelli, Lucas; Deliberato, Rodrigo Octávio; Johnson, Alistair E W 2020. Prediction on critically ill patients: The role of "big data". Journal of critical care, 60 , 64-68Danziger, John; Ángel Armengol de la Hoz, Miguel; Li, Wenyuan; Komorowski, Matthieu; Deliberato, Rodrigo Octávio; Rush, Barret N M; Mukamal, Kenneth J; Celi, Leo; Badawi, Omar 2020. Temporal Trends in Critical Care Outcomes in U.S. Minority-Serving Hospitals. American journal of respiratory and critical care medicine, 201 6, 681-687, ; Núñez Reiz, Antonio; Martínez Sagasti, Fernando; Álvarez González, Manuel; Blesa Malpica, Antonio; Martín Benítez, Juan Carlos; Nieto Cabrera, Mercedes; Del Pino Ramírez, Ángela; Gil Perdomo, José Miguel; Prada Alonso, Jesús; Celi, Leo Anthony; Armengol de la Hoz, Miguel Ángel; Deliberato, Rodrigo; Paik, Kenneth; Pollard, Tom; Raffa, Jesse; Torres, Felipe; Mayol, Julio; Chafer, Joan; González Ferrer, Arturo; Rey, Ángel; González Luengo, Henar; Fico, Giuseppe; Lombroni, Ivana; Hernandez, Liss; López, Laura; Merino, Beatriz; Cabrera, María Fernanda; Arredondo, María Teresa; Bodí, María; Gómez, Josep; Rodríguez, Alejandro; Sánchez García, Miguel 2019. Big data and machine learning in critical care: Opportunities for collaborative research. Medicina intensiva, 43 1, 52-57Bulgarelli, Lucas; Deliberato, Rodrigo Octavio; Stone, David J; Celi, Leo Anthony; Johnson, Alistair E W 2019. The authors reply. Critical care medicine, 47 7, e612Cosgriff, Christopher V; Celi, Leo Anthony; Ko, Stephanie; Sundaresan, Tejas; Armengol de la Hoz, Miguel Ángel; Kaufman, Aaron Russell; Stone, David J; Badawi, Omar; Deliberato, Rodrigo Octavio 2019. Developing well-calibrated illness severity scores for decision support in the critically ill. NPJ digital medicine, 2 , 76Deliberato, Rodrigo Octávio; Escudero, Guilherme Goto; Bulgarelli, Lucas; Neto, Ary Serpa; Ko, Stephanie Q; Campos, Niklas Soderberg; Saat, Berke; Amaro, Edson; Lopes, Fabio Silva; Johnson, Alistair Ew 2019. SEVERITAS: An externally validated mortality prediction for critically ill patients in low and middle-income countries. International journal of medical informatics, 131 , 103959Deliberato, Rodrigo Octavio; Serpa Neto, Ary; Komorowski, Matthieu; Stone, David J; Ko, Stephanie Q; Bulgarelli, Lucas; Rodrigues Ponzoni, Carolina; de Freitas Chaves, Renato Carneiro; Celi, Leo Anthony; Johnson, Alistair E W 2019. An Evaluation of the Influence of Body Mass Index on Severity Scoring. Critical care medicine, 47 2, 247-253Meier, Marc A; Branche, Angela; Neeser, Olivia L; Wirz, Yannick; Haubitz, Sebastian; Bouadma, Lila; Wolff, Michel; Luyt, Charles E; Chastre, Jean; Tubach, Florence; Christ-Crain, Mirjam; Corti, Caspar; Jensen, Jens-Ulrik S; Deliberato, Rodrigo O; Kristoffersen, Kristina B; Damas, Pierre; Nobre, Vandack; Oliveira, Carolina F; Shehabi, Yahya; Stolz, Daiana; Tamm, Michael; Mueller, Beat; Schuetz, Philipp 2019. Procalcitonin-guided Antibiotic Treatment in Patients With Positive Blood Cultures: A Patient-level Meta-analysis of Randomized Trials. Clinical infectious diseases : an official publication of the Infectious Diseases Society of America, 69 3, 388-396Serpa Neto, Ary; Deliberato, Rodrigo Octavio; Johnson, Alistair Ew; Pollard, Tom J; Celi, Leo A; Pelosi, Paolo; Gama de Abreu, Marcelo; Schultz, Marcus J 2019. Normalization of mechanical power to anthropometric indices: impact on its association with mortality in critically ill patients. Intensive care medicine, 45 12, 1835-1837Celi, Leo Anthony; Deliberato, Rodrigo; Vieira, Susana 2018. Foreword. International journal of medical informatics, 113 , 96-97Deliberato, Rodrigo Octávio; Ko, Stephanie; Komorowski, Matthieu; Armengol de La Hoz, M A; Frushicheva, Maria P; Raffa, Jesse D; Johnson, Alistair E W; Celi, Leo Anthony; Stone, David J 2018. Severity of Illness Scores May Misclassify Critically Ill Obese Patients. Critical care medicine, 46 3, 394-400Johnson, Alistair E W; Aboab, Jerome; Raffa, Jesse D; Pollard, Tom J; Deliberato, Rodrigo O; Celi, Leo A; Stone, David J 2018. A Comparative Analysis of Sepsis Identification Methods in an Electronic Database. Critical care medicine, 46 4, 494-499Piza, Felipe Maia de Toledo; Celi, Leo Anthony; Deliberato, Rodrigo Octavio; Bulgarelli, Lucas; de Carvalho, Fabricio Rodrigues Torres; Filho, Roberto Rabello; de La Hoz, Miguel Angel Armengol; Kesselheim, Jennifer Cohn 2018. Assessing team effectiveness and affective learning in a datathon. International journal of medical informatics, 112 , 40-44Schuetz, Philipp; Bolliger, Rebekka; Merker, Meret; Christ-Crain, Mirjam; Stolz, Daiana; Tamm, Michael; Luyt, Charles E; Wolff, Michel; Schroeder, Stefan; Nobre, Vandack; Reinhart, Konrad; Branche, Angela; Damas, Pierre; Nijsten, Maarten; Deliberato, Rodrigo O; Verduri, Alessia; Beghé, Bianca; Cao, Bin; Shehabi, Yahya; Jensen, Jens-Ulrik S; Beishuizen, Albertus; de Jong, Evelien; Briel, Matthias; Welte, Tobias; Mueller, Beat 2018. Procalcitonin-guided antibiotic therapy algorithms for different types of acute respiratory infections based on previous trials. Expert review of anti-infective therapy, 16 7, 555-564Schuetz, Philipp; Wirz, Yannick; Sager, Ramon; Christ-Crain, Mirjam; Stolz, Daiana; Tamm, Michael; Bouadma, Lila; Luyt, Charles E; Wolff, Michel; Chastre, Jean; Tubach, Florence; Kristoffersen, Kristina B; Burkhardt, Olaf; Welte, Tobias; Schroeder, Stefan; Nobre, Vandack; Wei, Long; Bucher, Heiner C; Annane, Djillali; Reinhart, Konrad; Falsey, Ann R; Branche, Angela; Damas, Pierre; Nijsten, Maarten; de Lange, Dylan W; Deliberato, Rodrigo O; Oliveira, Carolina F; Maravić-Stojković, Vera; Verduri, Alessia; Beghé, Bianca; Cao, Bin; Shehabi, Yahya; Jensen, Jens-Ulrik S; Corti, Caspar; van Oers, Jos A H; Beishuizen, Albertus; Girbes, Armand R J; de Jong, Evelien; Briel, Matthias; Mueller, Beat 2018. Effect of procalcitonin-guided antibiotic treatment on mortality in acute respiratory infections: a patient level meta-analysis. The Lancet. Infectious diseases, 18 1, 95-107Serpa Neto, Ary; Deliberato, Rodrigo Octavio; Johnson, Alistair E W; Bos, Lieuwe D; Amorim, Pedro; Pereira, Silvio Moreto; Cazati, Denise Carnieli; Cordioli, Ricardo L; Correa, Thiago Domingos; Pollard, Tom J; Schettino, Guilherme P P; Timenetsky, Karina T; Celi, Leo A; Pelosi, Paolo; Gama de Abreu, Marcelo; Schultz, Marcus J 2018. Mechanical power of ventilation is associated with mortality in critically ill patients: an analysis of patients in two observational cohorts. Intensive care medicine, 44 11, 1914-1922Serpa Neto, Ary; Kugener, Guillaume; Bulgarelli, Lucas; Rabello Filho, Roberto; Hoz, Miguel Ángel Armengol de la; Johnson, Alistair Ew; Paik, Kenneth E; Torres, Felipe; Xie, Chen; Amaro Júnior, Edson; Ferraz, Leonardo José Rolim; Celi, Leo Anthony; Deliberato, Rodrigo Octavio 2018. First Brazilian datathon in critical care. Revista Brasileira de terapia intensiva, 30 1, 6-8Wirz, Yannick; Meier, Marc A; Bouadma, Lila; Luyt, Charles E; Wolff, Michel; Chastre, Jean; Tubach, Florence; Schroeder, Stefan; Nobre, Vandack; Annane, Djillali; Reinhart, Konrad; Damas, Pierre; Nijsten, Maarten; Shajiei, Arezoo; deLange, Dylan W; Deliberato, Rodrigo O; Oliveira, Carolina F; Shehabi, Yahya; van Oers, Jos A H; Beishuizen, Albertus; Girbes, Armand R J; de Jong, Evelien; Mueller, Beat; Schuetz, Philipp 2018. Effect of procalcitonin-guided antibiotic treatment on clinical outcomes in intensive care unit patients with infection and sepsis patients: a patient-level meta-analysis of randomized trials. Critical care (London, England), 22 1, 191Deliberato, Rodrigo Octávio; Celi, Leo Anthony; Stone, David J 2017. Clinical Note Creation, Binning, and Artificial Intelligence. JMIR medical informatics, 5 3, e24Deliberato, Rodrigo Octávio; Rocha, Leonardo Lima; Lima, Alex Heitor; Santiago, Caroline Reis Maia; Terra, Jose Cláudio Cyrineu; Dagan, Alon; Celi, Leo Anthony 2017. Physician satisfaction with a multi-platform digital scheduling system. PloS one, 12 3, e0174127Schuetz, Philipp; Wirz, Yannick; Sager, Ramon; Christ-Crain, Mirjam; Stolz, Daiana; Tamm, Michael; Bouadma, Lila; Luyt, Charles E; Wolff, Michel; Chastre, Jean; Tubach, Florence; Kristoffersen, Kristina B; Burkhardt, Olaf; Welte, Tobias; Schroeder, Stefan; Nobre, Vandack; Wei, Long; Bucher, Heiner C; Bhatnagar, Neera; Annane, Djillali; Reinhart, Konrad; Branche, Angela; Damas, Pierre; Nijsten, Maarten; de Lange, Dylan W; Deliberato, Rodrigo O; Lima, Stella Ss; Maravić-Stojković, Vera; Verduri, Alessia; Cao, Bin; Shehabi, Yahya; Beishuizen, Albertus; Jensen, Jens-Ulrik S; Corti, Caspar; Van Oers, Jos A; Falsey, Ann R; de Jong, Evelien; Oliveira, Carolina F; Beghe, Bianca; Briel, Matthias; Mueller, Beat 2017. Procalcitonin to initiate or discontinue antibiotics in acute respiratory tract infections. The Cochrane database of systematic reviews, 10 10, CD007498Wirz, Yannick; Branche, Angela; Wolff, Michel; Welte, Tobias; Nobre, Vandack; Reinhart, Konrad; Falsey, Ann R; Damas, Pierre; Beishuizen, Albertus; Deliberato, Rodrigo O; Shehabi, Yahya; Jensen, Jens-Ulrik S; Mueller, Beat; Schuetz, Philipp 2017. Management of Respiratory Infections with Use of Procalcitonin: Moving toward More Personalized Antibiotic Treatment Decisions. ACS infectious diseases, 3 12, 875-879Pereira, Adriano José; Corrêa, Thiago Domingos; de Almeida, Francisca Pereira; Deliberato, Rodrigo Octávio; Lobato, Michelle dos Santos; Akamine, Nelson; Silva, Eliézer; Cavalcanti, Alexandre Biasi 2015. Inaccuracy of Venous Point-of-Care Glucose Measurements in Critically Ill Patients: A Cross-Sectional Study. PloS one, 10 6, e0129568Deliberato, Rodrigo Octavio; Marra, Alexandre R; Sanches, Paula Rodrigues; Martino, Marines Dalla Valle; Ferreira, Carlos Eduardo dos Santos; Pasternak, Jacyr; Paes, Angela Tavares; Pinto, Lilian Moreira; dos Santos, Oscar Fernando Pavão; Edmond, Michael B 2013. Clinical and economic impact of procalcitonin to shorten antimicrobial therapy in septic patients with proven bacterial infection in an intensive care setting. Diagnostic microbiology and infectious disease, 76 3, 266-71Deliberato, Rodrigo Octávio; Marra, Alexandre R; Corrêa, Thiago Domingos; Martino, Marinês Dalla Vale; Correa, Luci; Dos Santos, Oscar Fernando Pavão; Edmond, Michael B 2012. Catheter related bloodstream infection (CR-BSI) in ICU patients: making the decision to remove or not to remove the central venous catheter. PloS one, 7 3, e32687
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Differential Effect of Positive End-Expiratory Pressure Strategies in Patients With ARDS: A Bayesian Analysis of Clinical Subphenotypes. Chest, 166 4, 754-764Torbic, Heather; Bulgarelli, Lucas; Deliberato, Rodrigo Octavio; Duggal, Abhijit 2024. Potential Impact of Subphenotyping in Pharmacologic Management of Acute Respiratory Distress Syndrome. Journal of pharmacy practice, 37 4, 955-966Rincon, Teresa A; Raffa, Jesse; Celi, Leo Anthony; Badawi, Omar; Johnson, Alistair E W; Pollard, Tom; Deliberato, Rodrigo Octávio; Pierce, Janet D 2023. Evaluation of evolving sepsis screening criteria in discriminating suspected sepsis and mortality among adult patients admitted to the intensive care unit. International journal of nursing studies, 145 , 104529Duggal, Abhijit; Kast, Rachel; Van Ark, Emily; Bulgarelli, Lucas; Siuba, Matthew T; Osborn, Jeff; Rey, Diego Ariel; Zampieri, Fernando G; Cavalcanti, Alexandre Biasi; Maia, Israel; Paisani, Denise M; Laranjeira, Ligia N; Serpa Neto, Ary; Deliberato, Rodrigo Octávio 2022. Identification of acute respiratory distress syndrome subphenotypes de novo using routine clinical data: a retrospective analysis of ARDS clinical trials. BMJ open, 12 1, e053297Yao, Lijing; Rey, Diego Ariel; Bulgarelli, Lucas; Kast, Rachel; Osborn, Jeff; Van Ark, Emily; Fang, Li Tai; Lau, Bayo; Lam, Hugo; Teixeira, Leonardo Maestri; Neto, Ary Serpa; Bellomo, Rinaldo; Deliberato, Rodrigo Octávio 2022. Gene Expression Scoring of Immune Activity Levels for Precision Use of Hydrocortisone in Vasodilatory Shock. 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Age and ageing, 50 5, 1546-1556Reis, Aline Mela Dos; Midega, Thais Dias; Deliberato, Rodrigo Octavio; Johnson, Alistair Ew; Bulgarelli, Lucas; Correa, Thiago Domingos; Celi, Leo Anthony; Pelosi, Paolo; Gama De Abreu, Marcelo; Schultz, Marcus J; Serpa Neto, Ary 2021. Effect of spontaneous breathing on ventilator-free days in critically ill patients-an analysis of patients in a large observational cohort. Annals of translational medicine, 9 9, 783Swart, Pien; Deliberato, Rodrigo Octavio; Johnson, Alistair E W; Pollard, Tom J; Bulgarelli, Lucas; Pelosi, Paolo; de Abreu, Marcelo Gama; Schultz, Marcus J; Neto, Ary Serpa 2021. Impact of sex on use of low tidal volume ventilation in invasively ventilated ICU patients-A mediation analysis using two observational cohorts. PloS one, 16 7, e0253933Bulgarelli, Lucas; Deliberato, Rodrigo Octávio; Johnson, Alistair E W 2020. Prediction on critically ill patients: The role of "big data". Journal of critical care, 60 , 64-68Danziger, John; Ángel Armengol de la Hoz, Miguel; Li, Wenyuan; Komorowski, Matthieu; Deliberato, Rodrigo Octávio; Rush, Barret N M; Mukamal, Kenneth J; Celi, Leo; Badawi, Omar 2020. Temporal Trends in Critical Care Outcomes in U.S. Minority-Serving Hospitals. American journal of respiratory and critical care medicine, 201 6, 681-687, ; Núñez Reiz, Antonio; Martínez Sagasti, Fernando; Álvarez González, Manuel; Blesa Malpica, Antonio; Martín Benítez, Juan Carlos; Nieto Cabrera, Mercedes; Del Pino Ramírez, Ángela; Gil Perdomo, José Miguel; Prada Alonso, Jesús; Celi, Leo Anthony; Armengol de la Hoz, Miguel Ángel; Deliberato, Rodrigo; Paik, Kenneth; Pollard, Tom; Raffa, Jesse; Torres, Felipe; Mayol, Julio; Chafer, Joan; González Ferrer, Arturo; Rey, Ángel; González Luengo, Henar; Fico, Giuseppe; Lombroni, Ivana; Hernandez, Liss; López, Laura; Merino, Beatriz; Cabrera, María Fernanda; Arredondo, María Teresa; Bodí, María; Gómez, Josep; Rodríguez, Alejandro; Sánchez García, Miguel 2019. Big data and machine learning in critical care: Opportunities for collaborative research. Medicina intensiva, 43 1, 52-57Bulgarelli, Lucas; Deliberato, Rodrigo Octavio; Stone, David J; Celi, Leo Anthony; Johnson, Alistair E W 2019. The authors reply. Critical care medicine, 47 7, e612Cosgriff, Christopher V; Celi, Leo Anthony; Ko, Stephanie; Sundaresan, Tejas; Armengol de la Hoz, Miguel Ángel; Kaufman, Aaron Russell; Stone, David J; Badawi, Omar; Deliberato, Rodrigo Octavio 2019. Developing well-calibrated illness severity scores for decision support in the critically ill. NPJ digital medicine, 2 , 76Deliberato, Rodrigo Octávio; Escudero, Guilherme Goto; Bulgarelli, Lucas; Neto, Ary Serpa; Ko, Stephanie Q; Campos, Niklas Soderberg; Saat, Berke; Amaro, Edson; Lopes, Fabio Silva; Johnson, Alistair Ew 2019. SEVERITAS: An externally validated mortality prediction for critically ill patients in low and middle-income countries. International journal of medical informatics, 131 , 103959Deliberato, Rodrigo Octavio; Serpa Neto, Ary; Komorowski, Matthieu; Stone, David J; Ko, Stephanie Q; Bulgarelli, Lucas; Rodrigues Ponzoni, Carolina; de Freitas Chaves, Renato Carneiro; Celi, Leo Anthony; Johnson, Alistair E W 2019. An Evaluation of the Influence of Body Mass Index on Severity Scoring. Critical care medicine, 47 2, 247-253Meier, Marc A; Branche, Angela; Neeser, Olivia L; Wirz, Yannick; Haubitz, Sebastian; Bouadma, Lila; Wolff, Michel; Luyt, Charles E; Chastre, Jean; Tubach, Florence; Christ-Crain, Mirjam; Corti, Caspar; Jensen, Jens-Ulrik S; Deliberato, Rodrigo O; Kristoffersen, Kristina B; Damas, Pierre; Nobre, Vandack; Oliveira, Carolina F; Shehabi, Yahya; Stolz, Daiana; Tamm, Michael; Mueller, Beat; Schuetz, Philipp 2019. Procalcitonin-guided Antibiotic Treatment in Patients With Positive Blood Cultures: A Patient-level Meta-analysis of Randomized Trials. Clinical infectious diseases : an official publication of the Infectious Diseases Society of America, 69 3, 388-396Serpa Neto, Ary; Deliberato, Rodrigo Octavio; Johnson, Alistair Ew; Pollard, Tom J; Celi, Leo A; Pelosi, Paolo; Gama de Abreu, Marcelo; Schultz, Marcus J 2019. Normalization of mechanical power to anthropometric indices: impact on its association with mortality in critically ill patients. Intensive care medicine, 45 12, 1835-1837Celi, Leo Anthony; Deliberato, Rodrigo; Vieira, Susana 2018. Foreword. International journal of medical informatics, 113 , 96-97Deliberato, Rodrigo Octávio; Ko, Stephanie; Komorowski, Matthieu; Armengol de La Hoz, M A; Frushicheva, Maria P; Raffa, Jesse D; Johnson, Alistair E W; Celi, Leo Anthony; Stone, David J 2018. Severity of Illness Scores May Misclassify Critically Ill Obese Patients. Critical care medicine, 46 3, 394-400Johnson, Alistair E W; Aboab, Jerome; Raffa, Jesse D; Pollard, Tom J; Deliberato, Rodrigo O; Celi, Leo A; Stone, David J 2018. A Comparative Analysis of Sepsis Identification Methods in an Electronic Database. Critical care medicine, 46 4, 494-499Piza, Felipe Maia de Toledo; Celi, Leo Anthony; Deliberato, Rodrigo Octavio; Bulgarelli, Lucas; de Carvalho, Fabricio Rodrigues Torres; Filho, Roberto Rabello; de La Hoz, Miguel Angel Armengol; Kesselheim, Jennifer Cohn 2018. Assessing team effectiveness and affective learning in a datathon. International journal of medical informatics, 112 , 40-44Schuetz, Philipp; Bolliger, Rebekka; Merker, Meret; Christ-Crain, Mirjam; Stolz, Daiana; Tamm, Michael; Luyt, Charles E; Wolff, Michel; Schroeder, Stefan; Nobre, Vandack; Reinhart, Konrad; Branche, Angela; Damas, Pierre; Nijsten, Maarten; Deliberato, Rodrigo O; Verduri, Alessia; Beghé, Bianca; Cao, Bin; Shehabi, Yahya; Jensen, Jens-Ulrik S; Beishuizen, Albertus; de Jong, Evelien; Briel, Matthias; Welte, Tobias; Mueller, Beat 2018. Procalcitonin-guided antibiotic therapy algorithms for different types of acute respiratory infections based on previous trials. 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