{"entity":{"id":"idea-acc-remote-planning-hubs","kind":"idea","name":"Round-the-clock remote treatment-planning hubs for clinics without physicists","aka":[],"tldr":"Hospitals without enough physicists could upload scans to a shared planning centre, where AI drafts the treatment plan and remote experts finish and check it within a day.","summary":"Radiotherapy planning (contouring organs and target, optimising beams, quality assurance) is the scarcest skill in radiotherapy centres that lack physicists and dosimetrists. A cloud planning hub combining AI auto-segmentation with a pooled roster of dosimetrists and physicists in higher-capacity centres would turn a two-week wait into a 24-hour service. Commercial contouring software already exists; the missing piece is the organisational and regulatory model that lets a physicist in one country sign off a plan for another.","asOf":"2026-09-08","links":[{"label":"Bottleneck evidence (Most of the world has almost no cancer care): WHO fact sheet, Cancer","url":"https://www.who.int/news-room/fact-sheets/detail/cancer"}],"tags":[],"related":[],"cancers":[],"sections":["radiation","ai-computation"],"technologies":["imrt-igrt"],"targets":[],"drugs":[],"companies":[],"institutions":[],"pathways":[],"terms":[],"trials":[],"people":[],"bottlenecks":["b-global-access","b-workforce"],"keyPapers":[],"journals":[],"dependsOn":[],"notes":[],"hypothesis":"A regional planning hub will reduce median simulation-to-first-treatment time from more than 14 days to under 5 days in participating centres, with plan-quality audit scores at least equal to locally produced plans.","rationale":"Teleradiology proved that image interpretation can be pooled across borders with quality maintained; planning is a similar knowledge-work bottleneck with a structured output that is easy to audit.","test":"A twelve-month pilot in five LMIC centres with blinded plan-quality review by an independent physics group, time-to-treatment and re-plan rates as endpoints, and a costed model of hub economics.","maturity":"early-clinical","actor":"engineering","cost":"medium","horizonYears":3},"route":"/ideas/idea-acc-remote-planning-hubs/","neighbours":{"section":[{"id":"ai-computation","kind":"section","name":"AI & Computation","route":"/fronts/ai-computation/"},{"id":"radiation","kind":"section","name":"Radiation Therapy","route":"/fronts/radiation/"}],"technology":[{"id":"imrt-igrt","kind":"technology","name":"IMRT / IGRT (modern external beam)","route":"/technologies/imrt-igrt/"}],"bottleneck":[{"id":"b-global-access","kind":"bottleneck","name":"Most of the world has almost no cancer care","route":"/bottlenecks/b-global-access/"},{"id":"b-workforce","kind":"bottleneck","name":"Not enough oncologists, nurses, pathologists, physicists","route":"/bottlenecks/b-workforce/"}],"idea":[{"id":"idea-acc-remote-medical-physics-qa","kind":"idea","name":"One medical physicist covering many radiotherapy machines through remote quality assurance","route":"/ideas/idea-acc-remote-medical-physics-qa/"}],"roadmap":[{"id":"global-access-roadmap","kind":"roadmap","name":"Global access and affordability roadmap: essential medicines and generics → biosimilars and frugal trials → reliance, pooling and homegrown innovation","route":"/roadmaps/global-access-roadmap/"},{"id":"radiation-roadmap","kind":"roadmap","name":"Radiotherapy roadmap: X-rays → shaped beams → fewer fractions, particles and FLASH","route":"/roadmaps/radiation-roadmap/"}]}}