What the work involves

You write and evaluate psychiatric case material that a model will learn from. In practice that means authoring complex case vignettes — presentation, history, mental status exam, differential, treatment plan — and then annotating them so the reasoning is explicit rather than implied. A second stream is review: reading model-generated psychiatric responses and marking where the clinical reasoning breaks, where a diagnosis is asserted without support, where safety handling is inadequate, and where the Gujarati output is grammatically fine but clinically or culturally wrong.

The bilingual element is the point of the role, not a formality. Idioms of distress that patients in Gujarati-speaking settings actually use, family-centred consent and disclosure norms, stigma around psychiatric diagnosis, somatic presentation of depression and anxiety, and the way faith and traditional healing intersect with psychiatric care — models trained on English-language Western material handle these poorly. You are expected to document both what a culturally competent response looks like and why a plausible-sounding alternative is wrong.

What the platform screens for

micro1 runs an AI-led screening interview before any project match. Expect it to verify your medical degree, completed psychiatry residency and active licence, then push into clinical depth with follow-ups: a diagnostic scenario, a risk-assessment scenario, and questions about how you would handle sensitive or distressing case content. Language ability is tested directly, in both directions — you may be asked to explain a clinical concept in Gujarati and then render a Gujarati clinical description in precise English. Vague answers get probed; specifics about frameworks you use (ICD-11, DSM-5-TR, local practice conventions) hold up better than general statements about experience.

Logistics

  • Contractor engagement, fully remote, no AI background required.
  • Asynchronous task work with occasional synchronous calls with project teams; hours are self-scheduled and typically part-time alongside clinical practice.
  • Volume varies by project phase — treat it as supplemental, not a replacement for practice income.
  • Written output is a large share of the job, so comfort composing careful clinical prose in both languages matters more than speed.