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ISCO 2211 · O*NET 29-1215.00 · codes unverified

General practitioner

Heavily assisted and barely automated. The diagnosis gets help; the consultation does not.

73
Resilience Holding

The shape of the work holds. The admin around it thins out considerably.

0 rebuilding 100 anchored

Scale, labels and thresholds are provisional. This is open question Q-02.

6 of 20 in the launch set

How the score is made

Four declared inputs, never collapsed into one number. Assistance is kept apart from outright automation, because a tool that makes you faster and a tool that replaces you are not the same event. Physical work counts as shelter only to the extent robotics cannot reach it.

The full method is written out, including what it cannot tell you.

Note on this occupation Placeholder values. Administrative load is the single largest exposed component, and it is also the part practitioners most want reduced.

Assisted
68

Higher is generally good news. It means more of the work gets faster without the work going away.

Done outright
22

This is the number most people mean when they say exposure. It is kept separate from assistance on purpose.

Physical
56

Protective only for as long as robotics cannot reach it. Read this one next to the robotics number, never alone.

Robotics reach
22

Low reach turns physical work into shelter. High reach turns it into the main exposure.

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What changes

Tasks moving to machines, in whole or in part.

  • Notes, referrals, letters and coding.
  • Differential diagnosis support and guideline lookup.
  • Screening, triage and results interpretation.

What stays human

Tasks that need a person, and why.

  • Physical examination.
  • Noticing what the patient did not come in to say.
  • Carrying clinical responsibility, which is a legal fact and not only a moral one.

What's new

Work that did not exist in this job ten years ago.

  • Reviewing far more machine-generated findings than any practice used to see.
  • Managing patients who arrive having already been told an answer.
  • Continuous monitoring data, and deciding what to do with it.

These three lists are editorial commentary, written against task-level data but not generated from it (OCC-05). Treat them as the author's reading, not as output.

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