{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,25]],"date-time":"2026-07-25T23:38:12Z","timestamp":1785022692717,"version":"3.55.0"},"reference-count":0,"publisher":"Biomedical Informatics","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Bioinformation"],"published-print":{"date-parts":[[2026,3,31]]},"abstract":"<jats:p>Increasing imaging volumes and workflow pressures make consistent image quality assessment (IQA) challenging for radiologists in routine clinical practice. Artificial intelligence (AI) systems have recently been introduced to support quality control tasks, yet real-world evidence on their impact on radiologist workflow and diagnostic performance remains limited. Therefore, it is of interest to assess the effect of AI-IQA module of PACS\/worklist on radiological workflow and accuracy in identifying suboptimal CT\/MRI tests. Workflow (IQA time, TTFR and TAT) and IQA performance (sensitivity, specificity, kappa) metrics were evaluated in two groups (before and after 8 weeks of AI integration) and compared to an expert reference standard. AI integration lowered median IQA task time\/examination and improved report turnaround time and improved radiologist sensitivity to suboptimal IQA without affecting specificity. Thus, we show AI-assisted IQA as a scalable tool to enhance the quality control and operation performance in the routine clinical practice<\/jats:p>","DOI":"10.6026\/973206300221322","type":"journal-article","created":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T11:42:18Z","timestamp":1775302938000},"page":"1322-1325","source":"Crossref","is-referenced-by-count":1,"title":["Artificial intelligence improves radiologist workflow and assessment of image quality accuracy"],"prefix":"10.6026","volume":"22","author":[{"given":"Rishabh","family":"Yadav","sequence":"first","affiliation":[{"name":"Department of Radiology, Prasad Medical College, Lucknow, Uttar Pradesh, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mukesh","family":"Kumar","sequence":"additional","affiliation":[{"name":"Department of Oral & Maxillofacial Surgery, Shree Bankey Bihari Dental College, Masuri, Ghaziabad, Uttar Pradesh, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ifath Nazia","family":"Ghori","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Jazan University, Jazan, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Abhijeet","family":"Alok","sequence":"additional","affiliation":[{"name":"Department of Oral Medicine and Radiology, Sarjug Dental College and Hospital, Darbhanga, Bihar, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Amrita Pandita","family":"Bhatia","sequence":"additional","affiliation":[{"name":"Department of Prosthodontics (Crown and Bridges and Implantology), YCCM and RDF\u2019s Dental College and Hospital, Ahilyanagar, Maharashtra, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Santosh Kumar","family":"Kotnoor","sequence":"additional","affiliation":[{"name":"Department of Oral Pathology and Microbiology, HKES S. Nijalingappa Institute of Dental Science and Research, Kalaburgi, Karnataka, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rahul","family":"Tiwari","sequence":"additional","affiliation":[{"name":"Department of Oral and Maxillofacial Surgery, Narsinhbhai Patel Dental College and Hospital, Sankalchand Patel University, Visnagar, Gujarat, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"4070","published-online":{"date-parts":[[2026,3,31]]},"container-title":["Bioinformation"],"original-title":[],"deposited":{"date-parts":[[2026,4,4]],"date-time":"2026-04-04T11:42:18Z","timestamp":1775302938000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.bioinformation.net\/022\/973206300221322.htm"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,3,31]]},"references-count":0,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2026,3,31]]},"published-print":{"date-parts":[[2026,3,31]]}},"URL":"https:\/\/doi.org\/10.6026\/973206300221322","relation":{},"ISSN":["0973-8894","0973-2063"],"issn-type":[{"value":"0973-8894","type":"print"},{"value":"0973-2063","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,3,31]]}}}