{"entity":{"id":"idea-moon-task-shifting-ai-oncology-capacity","kind":"idea","name":"Double oncology capacity in low-resource settings with task-shifting and AI decision support","aka":[],"tldr":"Many countries have one oncologist for millions of people. Train nurses and general doctors to deliver protocolised cancer care with software checks and remote specialist oversight.","summary":"Workforce shortages, not drugs, cap cancer treatment in much of Africa and South Asia. Task-shifting with decision support scaled HIV treatment; oncology has pilots (nurse-led chemotherapy, Botswana and Rwanda models, tele-oncology networks). The proposal is a package: protocol-driven regimens for the commonest cancers, a decision-support and safety-check tool validated for use by non-specialists, remote tumour board review, structured training and certification, and outcome registries to monitor safety and quality.","asOf":"2026-09-08","links":[{"label":"Bottleneck evidence (Not enough oncologists, nurses, pathologists, physicists): Yang et al., Projected supply of and demand for oncologists and radiation oncologists through 2025 (JOP 2014)","url":"https://doi.org/10.1200/JOP.2013.001319"}],"tags":[],"related":[],"cancers":[],"sections":[],"technologies":[],"targets":[],"drugs":[],"companies":[],"institutions":["tata-memorial"],"pathways":[],"terms":[],"trials":[],"people":[],"bottlenecks":["b-workforce","b-global-access","b-ai-validation"],"keyPapers":["paper-yang-j-oncol-pract"],"journals":[],"dependsOn":[],"notes":[],"hypothesis":"Task-shifted, AI-supported care delivers guideline-concordant treatment with toxicity and survival outcomes non-inferior to specialist-delivered care and treats twice as many patients per oncologist.","rationale":"Most cancer care is protocolised and the risk lies in omissions and dose errors, which software and remote oversight catch reliably.","test":"Stepped-wedge implementation in district hospitals in two countries with treatment completion, protocol adherence, severe toxicity and one-year survival as endpoints compared with specialist centres.","maturity":"early-clinical","actor":"policy","cost":"large","horizonYears":5},"route":"/ideas/idea-moon-task-shifting-ai-oncology-capacity/","neighbours":{"institution":[{"id":"tata-memorial","kind":"institution","name":"Tata Memorial Centre","route":"/institutions/tata-memorial/"}],"bottleneck":[{"id":"b-ai-validation","kind":"bottleneck","name":"AI that is built but not validated or deployed","route":"/bottlenecks/b-ai-validation/"},{"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/"}],"paper":[{"id":"paper-yang-j-oncol-pract","kind":"paper","name":"Projected supply of and demand for oncologists and radiation oncologists through 2025: an aging, better-insured population will result in shortage","route":"/key-papers/paper-yang-j-oncol-pract/"}]}}