{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T09:37:18Z","timestamp":1790847438148,"version":"4.1.0"},"reference-count":0,"publisher":"Biomedical Informatics","issue":"12","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Bioinformation"],"published-print":{"date-parts":[[2025,12,15]]},"abstract":"<jats:p>The application of artificial intelligence in predicting postoperative infections using routine blood parameters is of interest. Hence, a cohort of 120 surgical patients was analyzed and machine learning models were developed using WBC, CRP, NLR and other markers. The Random Forest model achieved the highest predictive performance with an AUC of 0.93. CRP and NLR were identified as the most influential predictors. Thus, we show the integration of AI for early infection detection in surgical care.<\/jats:p>","DOI":"10.6026\/973206300214271","type":"journal-article","created":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T10:13:14Z","timestamp":1768212794000},"page":"4271-4274","source":"Crossref","is-referenced-by-count":1,"title":["Application of AI in predicting postoperative infections using routine blood parameters"],"prefix":"10.6026","volume":"21","author":[{"name":"Department of Biochemistry, Ramakrishna Mission Seva Pratishthan (Sishumangal Hospital), Kolkata, West Bengal, Indi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Angshuman","family":"De","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vasantavada Venkata Satya Sai","family":"Preeti","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"Department of Community Medicine, Fakir Mohan Medical College and Hospital, Balasore, Odisha, India","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mukul","family":"Singh","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"Department of General Surgery, All India Institute of Medical Sciences, Gorakhpur, Uttar Pradesh, India","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mukesh Kumar","family":"Patwa","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"Department of Microbiology, ASMC Gonda, Uttar Pradesh, India","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Niyati","family":"Pandya","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"Department of Anaesthesiology, All India Institute of Medical Sciences, Rajkot, Gujarat, India","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amrit","family":"Podder","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"Department of Physiology, Teerthanker Mahaveer Medical College & Research Centre, Teerthanker Mahaveer University, Moradabad, Uttar Pradesh, India","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Parth","family":"Jani","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"Department of General Medicine, Government Medical College, Bhavnagar, Gujarat, India","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chandan","family":"Gogoi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"Department of Surgery, Dhemaji Civil Hospital, Dhemaji, Assam, India","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"4070","published-online":{"date-parts":[[2025,12,15]]},"container-title":["Bioinformation"],"original-title":[],"deposited":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T10:13:14Z","timestamp":1768212794000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.bioinformation.net\/021\/973206300214271.htm"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,15]]},"references-count":0,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2025,12,15]]},"published-print":{"date-parts":[[2025,12,15]]}},"URL":"https:\/\/doi.org\/10.6026\/973206300214271","relation":{},"ISSN":["0973-8894","0973-2063"],"issn-type":[{"value":"0973-8894","type":"print"},{"value":"0973-2063","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,12,15]]}}}