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Optimizing Intubation Prediction in Pneumonia Patients: A Systematic Review and Meta‐Analysis of Machine Learning Algorithms.

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Title: Optimizing Intubation Prediction in Pneumonia Patients: A Systematic Review and Meta‐Analysis of Machine Learning Algorithms.
Authors: Abdoli, Elham1 (AUTHOR), Eini, Pooya1 (AUTHOR) pooyaeini.pe@gmail.com, Farashi, Sajjad2 (AUTHOR), Farhadian, Maryam3 (AUTHOR), Chaudhary, Nidhi (AUTHOR) nchaudhary@wiley.com
Source: Pulmonary Medicine. 3/18/2026, Vol. 2026, p1-22. 22p.
Database: Academic Search Ultimate
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  Data: Optimizing Intubation Prediction in Pneumonia Patients: A Systematic Review and Meta‐Analysis of Machine Learning Algorithms.
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  Data: <searchLink fieldCode="AR" term="%22Abdoli%2C+Elham%22">Abdoli, Elham</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Eini%2C+Pooya%22">Eini, Pooya</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> pooyaeini.pe@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Farashi%2C+Sajjad%22">Farashi, Sajjad</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Farhadian%2C+Maryam%22">Farhadian, Maryam</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Chaudhary%2C+Nidhi%22">Chaudhary, Nidhi</searchLink> (AUTHOR)<i> nchaudhary@wiley.com</i>
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  Data: <searchLink fieldCode="JN" term="%22Pulmonary+Medicine%22">Pulmonary Medicine</searchLink>. 3/18/2026, Vol. 2026, p1-22. 22p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=192373642
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        Value: 10.1155/pm/6670267
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      – TitleFull: Optimizing Intubation Prediction in Pneumonia Patients: A Systematic Review and Meta‐Analysis of Machine Learning Algorithms.
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              Text: 3/18/2026
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              Y: 2026
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