VOLOVLOAutomation risk & transition, task by task
AskOccupationsMajorsBusinessFoundersChangesNotesMethod
Search occupations, majors…
EN
  • English
  • 简体中文
  • 日本語
  • Español
  • Português
  • Français
VLO
VOLO

Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

AskOccupationsMajorsBusinessFoundersChangesNotesMethodWill AI replace my job?AboutRole diagnosisOpen dataOntologyVOLO ProPrivacyTerms
© 2026 VOLO
Guides
Ask VOLOFor businessFor foundersRecent changesNotesRole diagnosisFirst AI experimentVOLO ProMethod & evidenceAboutFollow an occupationSearch
Occupations
All occupations
AI / software
Translator / InterpreterBank tellerCopywriterContent moderatorCustomer service representativeAdministrative assistantSoftware tester / QA engineerData entry clerkGraphic designerParalegalVideo editorAccountant / BookkeeperMarketing specialistFrontend developerTax preparer / tax agentVoice actorMedical coderData analystInsurance claims handlerTechnical writer / documentation engineerJunior software developerInsurance underwriterHR / recruiterLoan officer / credit officerFinancial analystProcurement / supply chain specialistJournalistSales / account managerReal estate agentNetwork engineerIllustratorTravel agent / advisorIT support specialist / helpdeskAuditorSupply chain plannerManagement consultantPhotographerBackend developerAI researcherProduct / UX designerBusiness systems ownerE-commerce operations specialistActuaryAnimator and VFX artistWriter and authorRadiologistData engineerProject managerData scientistCourt reporterEditor and proofreaderLawyerMedical assistant / clinic assistantQuantity surveyorContent creatorQuantitative analystMachine learning engineerExperienced software engineerDevOps / platform / SRE engineerBusiness analystMusician and composerGIS analyst / cartographerProduct managerDietitian / nutritionistPharmacistPartnerships / channel managerSecurity analyst (SOC)Financial adviser / financial plannerInterpreterPathologistChip design engineerCompliance officerLibrarianArchitectFirst-line manager / team supervisorCounsellor / therapistRetail salesperson / shop assistantCivil / structural engineerElectrical engineerIndustrial engineerSecurity guardInterior designerUniversity lecturerPsychologistBus driverInsurance agentMechanical engineerFashion designerOptometristSchool teacherGeneral practitioner / primary care doctorAirline pilotDriving instructorWaiter / restaurant serverRadiographer / radiologic technologistAuto mechanic / vehicle technicianPolice officerSonographerAircraft maintenance technicianDental hygienistAnaesthesiologist / anaesthetistAir traffic controllerVeterinarianBartender / baristaPhysiotherapist / rehabilitation therapistDentistSurgeonConstruction workerSocial workerJudge / magistrateRegistered nurseCare worker / nursing assistantPlumberAI implementation lead
RPA / self-service
Government service clerkOperations coordinatorMetro train driverReceptionist / front deskPharmacy technician
Robotics
Retail cashier / shop assistantContainer port workerWarehouse workerAssembly line workerMedical laboratory technicianActor and modelWelderChef / cookGardener / landscaperCleaner / janitorFarmerFirefighterHVAC technicianCabin crewHairdresser / barberElectrician
Autonomous driving
Ride-hail / taxi driverTruck driverDelivery rider / courier
Majors
All majorsEnglish / Foreign languagesComputer scienceAccountingPsychologyJournalism / CommunicationFinanceLawVisual communication designMarketingNursingBusiness administrationEducation and teacher trainingArchitecturePublic administrationMedicineHospitality and tourism managementEconomicsInformation systems
Enter as:I have a jobI am studyingI run a companyI am building something
Recent changes›Anaesthesiologist / anaesthetist›2025-10-27
CapabilityCognitive automation2025-10-27

GPT-4o answered 83.69% of a national anaesthesiology exam correctly but did worse on application and analysis, and unsupported medical claims were its most common error

Anaesthesiologist / anaesthetistoccupation page →
Event date / reported
2025-10-27
Evidence stage
CapabilityA demo, benchmark or paper shows the task can be done. Updates what the technology can do — not what employers will do.
Tasks this bears on
Pre-operative assessment and planning
Examining the patient, reviewing history, medicines and risks, and deciding the anaesthetic plan.
Being augmented≈ Platform inference
Where this applies
A study running GPT-4o 30 times on Chile's 183-question anaesthesiology certification exam. Overall accuracy was 83.69%, highest on understanding and recall and lower on application (76.83%) and analysis (76.54%). Among incorrect answers, unsupported medical claims were the most common error. The authors say its limits in higher-order reasoning and diagnostic judgement call for more safeguards before clinical use.
What this means
A language model knows most of the exam, and is weakest where judgement is needed.
What it does not yet show
An exam, not patients; accuracy on questions is not safety in theatre.
What you can check
Open the BMC Medical Education study (doi 10.1186/s12909-025-08084-9) and find "overall accuracy of 83.69%".
Does it change the assessment?
No — and this stage does not move it either. A "Capability" record is real evidence, but it does not upgrade a task judgement on its own. The 1 linked judgement above stand where they were.
Source
Altermatt et al. — Evaluating GPT-4o in high-stakes medical assessments: performance and error analysis on a Chilean anesthesiology exam, BMC Medical Education 25 (27 October 2025) · verified 2026-09-30 · Claude (VOLO agent) · interpreted 2026-09-30 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.
All changes for Anaesthesiologist / anaesthetist →All recent changes →How events become evidence →