Neurologists.

This job has 24 core tasks. We went through 19 of them, one at a time.

Task by task, from the work Neurologists actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

1. TASK 01

   Order or interpret results of laboratory analyses of patients' blood or cerebrospinal fluid.

   AI DOES

   Highlights abnormal results, cross-references reference ranges, and suggests possible diagnoses based on patterns

   YOU DO

   Connect lab findings to the patient's symptoms, history, and exam to make the final call

2. TASK 02

   Prepare, maintain, or review records that include patients' histories, neurological examination findings, treatment plans, or outcomes.

   AI DOES

   Drafts notes, organizes exam findings, and suggests documentation templates

   YOU DO

   Verify clinical accuracy and connect findings to each patient's unique story

3. TASK 03

   Provide training to medical students or staff members.

   AI DOES

   Drafts lesson plans, quizzes, case studies, and explains neurology concepts on demand

   YOU DO

   Guide live discussion, mentor judgment calls, and adapt teaching to each learner's needs

4. TASK 04

   Interpret the results of neuroimaging studies, such as Magnetic Resonance Imaging (MRI), Single Photon Emission Computed Tomography (SPECT), and Positron Emission Tomography (PET) scans.

   AI DOES

   Highlights suspicious regions, measures lesion volumes, and flags common patterns like tumors or strokes in scans

   YOU DO

   Correlate imaging findings with the patient's full clinical picture and make the final diagnostic call

5. TASK 05

   Participate in continuing education activities to maintain and expand competence.

   AI DOES

   Summarizes new research, generates study questions, and flags relevant CME courses

   YOU DO

   Engage deeply with material and connect it to your own clinical experience

6. TASK 06

   Diagnose neurological conditions based on interpretation of examination findings, histories, or test results.

   AI DOES

   Surfaces likely diagnoses from symptom patterns, flags abnormalities in imaging or EEG data, and summarizes relevant research

   YOU DO

   Integrate physical exam findings, patient context, and years of clinical experience to reach a confident, responsible diagnosis

7. TASK 07

   Counsel patients or others on the background of neurological disorders including risk factors, or genetic or environmental concerns.

   AI DOES

   Summarizes disorder info, risk factors, and genetic or environmental research in plain language

   YOU DO

   Read the patient's emotions, answer follow-up questions, and tailor advice to their unique situation

8. TASK 08

   Participate in neuroscience research activities.

   AI DOES

   Searches papers, spots patterns in brain data, and summarizes findings

   YOU DO

   Design experiments, interpret meaning, and make ethical calls

9. TASK 09

   Develop treatment plans based on diagnoses and on evaluation of factors, such as age and general health, or procedural risks and costs.

   AI DOES

   Pulls relevant treatment guidelines, flags drug interactions, and summarizes research options fast

   YOU DO

   Weigh each patient's full life context, values, and risk tolerance to make the final call

10. TASK 10

    Identify and treat major neurological system diseases and disorders, such as central nervous system infection, cranio spinal trauma, dementia, and stroke.

    AI DOES

    Analyzes brain scans, flags abnormal patterns in test results, and suggests possible diagnoses from patient data

    YOU DO

    Perform physical and neurological exams, build patient trust, and make final treatment calls

11. TASK 11

    Communicate with other health care professionals regarding patients' conditions and care.

    AI DOES

    Drafts referral letters, summarizes patient records, and suggests key clinical details to include

    YOU DO

    Review every message for accuracy and apply your clinical judgment before sending

12. TASK 12

    Coordinate neurological services with other health care team activities.

    AI DOES

    Drafts referral messages, summarizes patient status, and flags scheduling conflicts

    YOU DO

    Build trust with care team members and make judgment calls in complex, fast-moving clinical situations

13. TASK 13

    Order supportive care services, such as physical therapy, specialized nursing care, and social services.

    AI DOES

    Drafts care service recommendations based on diagnosis, patient history, and clinical guidelines

    YOU DO

    Examine the patient, weigh their goals, and sign off on the right mix of services

14. TASK 14

    Prescribe or administer medications, such as anti-epileptic drugs, and monitor patients for behavioral and cognitive side effects.

    AI DOES

    Suggests drug options, flags interactions, and tracks side effect patterns from patient data

    YOU DO

    Examine the patient, weigh risks personally, and sign off on every prescription

15. TASK 15

    Advise other physicians on the treatment of neurological problems.

    AI DOES

    Surfaces relevant treatment guidelines, drug interactions, and recent research to support the conversation

    YOU DO

    Apply clinical experience, read nuance in the case, and take responsibility for the recommendation

16. TASK 16

    Perform or interpret the outcomes of procedures or diagnostic tests, such as lumbar punctures, electroencephalography, electromyography, and nerve conduction velocity tests.

    AI DOES

    Flags abnormal patterns in EEG, EMG, and nerve conduction readings and compares them to known disease signatures

    YOU DO

    Perform the procedures physically, weigh findings against the full patient story, and make the final diagnosis call

17. TASK 17

    Interview patients to obtain information, such as complaints, symptoms, medical histories, and family histories.

    AI DOES

    Suggests structured intake questions and flags missing history items

    YOU DO

    Read the patient's emotional cues and build trust face-to-face

18. TASK 18

    Refer patients to other health care practitioners as necessary.

    AI DOES

    Suggests referral options based on diagnosis patterns and flags cases that often need specialist care

    YOU DO

    Use hands-on exam findings and personal knowledge of the patient to decide who they truly need to see

19. TASK 19

    Inform patients or families of neurological diagnoses and prognoses, or benefits, risks and costs of various treatment plans.

    AI DOES

    Summarizes treatment options, risk data, and plain-language explanations a neurologist can draw from

    YOU DO

    Read the room, build trust, and guide families through fear and hard choices face to face