Validate and reimburse AI contouring and planning to expand radiotherapy capacity
Drawing targets and planning radiotherapy takes hours of scarce expert time. Properly tested AI could do much of it, letting the same staff treat far more patients, if regulators and payers set clear rules for proving and paying for it.
A programme with three parts: prospective, multi-centre validation studies of auto-contouring and auto-planning against expert consensus with clinical-acceptability and time-saved endpoints; a regulatory pathway that accepts these endpoints for clearance; and payer recognition that shifts payment from planning time to plan quality, so that time saved translates into more patients treated rather than lost revenue. Radiotherapy workforce shortages (physicists, dosimetrists, radiation oncologists) limit capacity in rich and poor countries alike, and AI planning is the most mature clinical AI in oncology, yet its adoption is slowed by unclear evidence standards and payment rules.
- Surgery and radiotherapy cure most, get least · Surgery and radiotherapy cure more people than drugs do, but attract a fraction of the research investment.
- Not enough oncologists, nurses, pathologists, physicists · The number of people with cancer is rising faster than the workforce trained to treat them.
- AI that is built but not validated or deployed · Thousands of cancer AI models are published; a handful are in clinical use, and fewer have shown they help patients.
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not linked directly; found by shared links- IdeaRadiotherapy for everyone who needs it by 2040
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- IdeaA national repository of radiotherapy dose plans linked to outcomes
Shares Elekta, Varian (Siemens Healthineers), Surgery and radiotherapy cure most, get least, IMRT / IGRT (modern external beam).
- IdeaPay for radiotherapy machine uptime, not for the machine
Shares Elekta, Varian (Siemens Healthineers), Surgery and radiotherapy cure most, get least.
- IdeaAn open-hardware radiotherapy machine built for unreliable power and dust
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- IdeaAdvanced-practice radiation therapists doing contouring and on-treatment reviews
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- IdeaCertify every oncology software product for a standard bulk data export
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- IdeaA Gavi-style pooled purchaser for radiotherapy equipment and service
Shares Elekta, Varian (Siemens Healthineers).
- IdeaPay per course of radiotherapy, not per session, so short courses are not penalised
Shares Core-funded radiotherapy trials infrastructure with central quality assurance, Surgery and radiotherapy cure most, get least, IMRT / IGRT (modern external beam).