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Early Prediction of Acute Respiratory Distress Syndrome in Critically Ill Polytrauma Patients Using Balanced Random Forest ML: A Retrospective Cohort Study.

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Title: Early Prediction of Acute Respiratory Distress Syndrome in Critically Ill Polytrauma Patients Using Balanced Random Forest ML: A Retrospective Cohort Study.
Authors: Hassine, Nesrine Ben El Hadj1 (AUTHOR), Barbaria, Sabri1,2 (AUTHOR), Najah, Omayma2,3 (AUTHOR), Ceylan, Halil İbrahim3,4 (AUTHOR) oumayma.najah91@gmail.com, Bilal, Muhammad4,5 (AUTHOR), Rebai, Lotfi5,6 (AUTHOR), Muntean, Raul Ioan6,7 (AUTHOR) phd.dergaa@gmail.com, Dergaa, Ismail7,8 (AUTHOR), Boussi Rahmouni, Hanene1,9 (AUTHOR)
Source: Journal of Clinical Medicine. Dec2025, Vol. 14 Issue 24, p8934. 20p.
Database: Academic Search Ultimate
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  Data: Early Prediction of Acute Respiratory Distress Syndrome in Critically Ill Polytrauma Patients Using Balanced Random Forest ML: A Retrospective Cohort Study.
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  Data: <searchLink fieldCode="AR" term="%22Hassine%2C+Nesrine+Ben+El+Hadj%22">Hassine, Nesrine Ben El Hadj</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Barbaria%2C+Sabri%22">Barbaria, Sabri</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Najah%2C+Omayma%22">Najah, Omayma</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ceylan%2C+Halil+İbrahim%22">Ceylan, Halil İbrahim</searchLink><relatesTo>3,4</relatesTo> (AUTHOR)<i> oumayma.najah91@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Bilal%2C+Muhammad%22">Bilal, Muhammad</searchLink><relatesTo>4,5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Rebai%2C+Lotfi%22">Rebai, Lotfi</searchLink><relatesTo>5,6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Muntean%2C+Raul+Ioan%22">Muntean, Raul Ioan</searchLink><relatesTo>6,7</relatesTo> (AUTHOR)<i> phd.dergaa@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Dergaa%2C+Ismail%22">Dergaa, Ismail</searchLink><relatesTo>7,8</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Boussi+Rahmouni%2C+Hanene%22">Boussi Rahmouni, Hanene</searchLink><relatesTo>1,9</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22Journal+of+Clinical+Medicine%22">Journal of Clinical Medicine</searchLink>. Dec2025, Vol. 14 Issue 24, p8934. 20p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=190520971
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        Value: 10.3390/jcm14248934
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        Text: English
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      – TitleFull: Early Prediction of Acute Respiratory Distress Syndrome in Critically Ill Polytrauma Patients Using Balanced Random Forest ML: A Retrospective Cohort Study.
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              Text: Dec2025
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              Y: 2025
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