# OnCo record b-workforce (bottleneck). Data CC BY-NC 4.0, attribute "Data from OnCo (onco.cc)". Whole corpus: https://onco.cc/api/v1/onco.nt
@prefix schema: <https://schema.org/> .
@prefix onco: <https://onco.cc/ns#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<https://onco.cc/bottlenecks/b-workforce/>
  a schema:Thing ;
  onco:kind "bottleneck" ;
  schema:identifier "b-workforce" ;
  schema:name "Not enough oncologists, nurses, pathologists, physicists"@en ;
  schema:description "The number of people with cancer is rising faster than the workforce trained to treat them."@en ;
  schema:url <https://onco.cc/bottlenecks/b-workforce/> ;
  schema:dateModified "2026-09-08"^^xsd:date ;
  schema:citation <https://doi.org/10.1200/JOP.2013.001319>, <https://doi.org/10.1001/jamanetworkopen.2019.4337>, <https://www.who.int/publications/i/item/9789241511131> ;
  onco:related <https://onco.cc/collections/nci-cancer-centers/>, <https://onco.cc/ideas/idea-acc-clinical-officer-oncology-track/>, <https://onco.cc/ideas/idea-acc-remote-medical-physics-qa/>, <https://onco.cc/ideas/idea-acc-echo-tele-mentoring-oncology/>, <https://onco.cc/ideas/idea-acc-retention-packages-oncology/>, <https://onco.cc/ideas/idea-acc-regional-oncology-training-hubs/>, <https://onco.cc/ideas/idea-acc-ambient-ai-documentation-oncology/>, <https://onco.cc/ideas/idea-acc-advanced-practice-radiation-therapists/>, <https://onco.cc/ideas/idea-acc-pathologist-assistants-and-ai-triage/>, <https://onco.cc/ideas/idea-acc-open-oncology-workforce-model/>, <https://onco.cc/ideas/idea-acc-fast-track-relicensing-oncologists/>, <https://onco.cc/ideas/idea-acc-mainstream-tele-genetic-counselling/>, <https://onco.cc/ideas/idea-acc-district-surgeon-oncology-mentorship/>, <https://onco.cc/ideas/idea-moon-task-shifting-ai-oncology-capacity/> ;
  onco:sections <https://onco.cc/fronts/ai-computation/> ;
  onco:technologies <https://onco.cc/technologies/radiology-ai-screening/>, <https://onco.cc/technologies/digital-pathology-ai/>, <https://onco.cc/technologies/pathology-foundation-model/>, <https://onco.cc/technologies/ai-trial-matching/>, <https://onco.cc/technologies/dermoscopy-ai/> ;
  onco:companies <https://onco.cc/companies/lunit/>, <https://onco.cc/companies/paige/>, <https://onco.cc/companies/pathai/>, <https://onco.cc/companies/aidoc/> ;
  onco:institutions <https://onco.cc/institutions/asco/>, <https://onco.cc/institutions/esmo/>, <https://onco.cc/institutions/tata-memorial/>, <https://onco.cc/institutions/iarc/> ;
  onco:keyPapers <https://onco.cc/key-papers/paper-yang-j-oncol-pract/>, <https://onco.cc/key-papers/paper-metter-jama-netw-open/> .