{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,10]],"date-time":"2026-08-10T18:28:24Z","timestamp":1786386504764,"version":"build-2736575974"},"reference-count":24,"publisher":"Public Library of Science (PLoS)","issue":"8","license":[{"start":{"date-parts":[[2026,8,10]],"date-time":"2026-08-10T00:00:00Z","timestamp":1786320000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/publicdomain\/zero\/1.0\/"}],"funder":[{"DOI":"10.13039\/501100004828","name":"Grand Challenges Canada","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004828","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Grand Challenges Africa"},{"name":"NCI Accelerated Control of Cervical Cancer"}],"content-domain":{"domain":["www.plosglobalpublichealth.org"],"crossmark-restriction":false},"short-container-title":["PLOS Glob Public Health"],"abstract":"<jats:p>Visual inspection of the cervix with acetic acid (VIA), although recognized as inaccurate, remains widely used for cervical screening in low-resource settings. Training and image review by more experienced providers\u2009\u2212\u2009such as the smartphone-enhanced VIA (SEVIA) in Tanzania\u2009\u2212\u2009are assumed to improve VIA performance, but remain untested against a reference standard of disease. Between June and December 2023, 486 VIA providers in Tanzania completed a questionnaire on experience- and training-related factors (years practicing VIA, patient volume, refresher training, SEVIA training) and independently reviewed a set of 50 high-quality cervical images (24,300 total reviews). Image reference diagnosis was defined using HPV status and histology: precancer if HPV-positive and histologically-confirmed CIN3, normal if HPV-negative and normal histology, otherwise indeterminate. For comparability, providers\u2019 image reviews were recategorized into positive (VIA-positive for ablation, LEEP, or suspect cancer) or negative (VIA-negative). In an image-level analysis, we calculated proportion of providers labeling each image as positive and averaged those within subgroups of experience\/training and reference diagnosis. Overall, providers (mean VIA experience 3.7 years, weekly VIA exams 12.2) showed moderate sensitivity: on average 60.0% (95% confidence interval 59.2\u2009\u2212\u200960.7) labeled precancers as positive and 54.4% (53.0\u2009\u2212\u200955.9) labeled normals as negative. More experienced providers tended to be more specific but less sensitive: for example, an average of 56.5% (55.2\u201357.9) of providers with \u22655 years of VIA experience labeled precancers as positive vs 61.4% (60.5\u201362.4) of providers with &lt;5 years\u2019 experience; corresponding proportions for images with normal diagnoses were 36.8% (34.3\u201339.4) vs 44.5% (42.7\u201346.3). In this image-based evaluation using a virologic\/histologic reference diagnosis, VIA showed moderate sensitivity for detecting cervical precancer, and greater provider experience did not substantially increase overall accuracy. These findings challenge assumptions that experience alone improves VIA diagnostic performance, highlighting the need for objective quality assurance and more accurate screening methods.<\/jats:p>","DOI":"10.1371\/journal.pgph.0007074","type":"journal-article","created":{"date-parts":[[2026,8,10]],"date-time":"2026-08-10T17:39:17Z","timestamp":1786383557000},"page":"e0007074","update-policy":"https:\/\/doi.org\/10.1371\/journal.pgph.corrections_policy","source":"Crossref","is-referenced-by-count":0,"title":["Challenging the assumption that experience- and training-related factors improve accuracy of cervical cancer screening image interpretation: Evidence from Tanzania"],"prefix":"10.1371","volume":"6","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3661-0842","authenticated-orcid":true,"given":"Federica","family":"Inturrisi","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Safina","family":"Yuma","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bariki","family":"Mchome","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alex","family":"Mremi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Prisca 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