{"entity":{"id":"idea-data-offline-cds-lmic-generalists","kind":"idea","name":"Offline decision support for generalists treating common cancers in low-resource settings","aka":[],"tldr":"A phone app that works without internet and guides a general doctor or nurse through diagnosing and treating common cancers with the drugs actually available locally.","summary":"In much of the world cancer is treated by generalists with no oncologist within reach. Resource-stratified guidelines (NCCN Harmonized Guidelines for sub-Saharan Africa, ASCO resource-stratified guidelines, WHO essential medicines) exist as documents. Encoding them as offline-capable, computable decision support with local formulary awareness, dose calculators and referral criteria, endorsed by WHO and ministries, would put them at the point of care.","asOf":"2026-09-08","links":[{"label":"NCCN Harmonized Guidelines for Sub-Saharan Africa","url":"https://www.nccn.org/global/what-we-do/harmonized-guidelines"}],"tags":[],"related":[],"cancers":[],"sections":["ai-computation"],"technologies":[],"targets":[],"drugs":[],"companies":[],"institutions":["nccn","asco"],"pathways":[],"terms":[],"trials":[],"people":[],"bottlenecks":["b-knowledge-diffusion","b-global-access","b-workforce"],"keyPapers":[],"journals":[],"dependsOn":[],"notes":[],"hypothesis":"Generalists using offline decision support will deliver guideline-concordant treatment in a substantially higher share of cases and reduce serious dosing errors versus usual practice.","rationale":"Offline clinical decision support for HIV and maternal health improved adherence to protocols in LMIC trials; cancer guidance is more complex but the delivery mechanism is proven.","test":"Cluster-randomise 20 district hospitals in two countries to the app or usual care for breast and cervical cancer; measure concordance and dosing errors over 12 months.","maturity":"early-clinical","actor":"philanthropy","cost":"medium","horizonYears":3},"route":"/ideas/idea-data-offline-cds-lmic-generalists/","neighbours":{"section":[{"id":"ai-computation","kind":"section","name":"AI & Computation","route":"/fronts/ai-computation/"}],"collection":[{"id":"nccn","kind":"collection","name":"NCCN Guidelines","route":"/collections/nccn/"}],"institution":[{"id":"asco","kind":"institution","name":"American Society of Clinical Oncology (ASCO)","route":"/institutions/asco/"}],"bottleneck":[{"id":"b-knowledge-diffusion","kind":"bottleneck","name":"Knowledge reaches practice too slowly","route":"/bottlenecks/b-knowledge-diffusion/"},{"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/"}]}}