{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,12]],"date-time":"2026-08-12T09:28:37Z","timestamp":1786526917574,"version":"build-2736575974"},"reference-count":45,"publisher":"The Company of Biologists","issue":"21","funder":[{"DOI":"10.13039\/100010269","name":"Wellcome Trust","doi-asserted-by":"crossref","award":["310891\/Z\/24\/Z"],"award-info":[{"award-number":["310891\/Z\/24\/Z"]}],"id":[{"id":"10.13039\/100010269","id-type":"DOI","asserted-by":"crossref"}]},{"name":"York Against Cancer"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,11,1]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>Global and community-driven initiatives have recently achieved considerable success in overcoming key challenges that hinder the widespread adoption of advanced microscopy and bioimage analysis tools in under-resourced settings. To build upon this progress, we held a workshop in May 2025 at the University of York, UK to address the needs and barriers associated with implementing time-lapse imaging and machine learning-based phenotyping in low-resource research environments. We focussed on identifying the specific challenges faced by the existing networks represented at the meeting, emphasising how integrating combined imaging hardware and machine learning-based approaches can solve these problems. This article summarises the key observations and actionable strategies made at the workshop. These proposed steps aim to significantly increase the dissemination and uptake of these powerful technologies to advance biological research in low-resource settings globally.<\/jats:p>","DOI":"10.1242\/jcs.264705","type":"journal-article","created":{"date-parts":[[2026,8,12]],"date-time":"2026-08-12T08:33:36Z","timestamp":1786523616000},"source":"Crossref","is-referenced-by-count":0,"title":["Removing barriers to advanced imaging and machine learning-based analysis"],"prefix":"10.1242","volume":"139","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1425-4111","authenticated-orcid":false,"given":"Jodie R.","family":"Malcolm","sequence":"first","affiliation":[{"name":"Jack Birch Cancer Research Unit 1 , Department of Biology , , Heslington, York YO10 5DD ,","place":["UK"]},{"name":"University of York 1 , Department of Biology , , Heslington, York YO10 5DD ,","place":["UK"]},{"name":"York Biomedical Research Institute 2 , Department of Biology , , Heslington, York YO10 5DD 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