Mishal S.

Medical Trainee (MD track), University of Copenhagen. Ongoing clinical training and 5+ years of healthcare experience. Trained in clinical reasoning, evidence appraisal, and patient safety. Particular interest in the intersection of mental health communication, psychiatric frameworks, evidence-based safety framing, and translation of medical concepts into clear, audience-aware language. Experienced in identifying clinical risk and misleading information in patient-facing materials. Member of EMWA.

CORE COMPETENCIES

Patient Safety Evaluation

• Clinical documentation training (including SOAP)

• Experience identifying patterns of red-flag symptoms and risk factors in case presentations

• Understanding of safety-netting principles and clinical harm prevention

Evidence-Based Evaluation

• Trained in structured critical appraisal of RCTs, systematic reviews, and meta-analyses

• Familiarity with CONSORT, PRISMA, and evidence hierarchies; aware of limitations and ambiguities in interpretation

• Reflective approach to understanding publication bias and study design constraints

AI & Content Safety Evaluation

• Familiarity with LLM-generated healthcare content and associated hallucination risks

• Awareness of NLP limitations in mental health contexts

• Sensitivity to unsupported or overconfident clinical claims and outputs

Mental Health Framework Literacy

• Application of biopsychosocial formulation models

• Conceptual familiarity with DSM-5 & ICD-10/11 classification systems

• Conceptual familiarity with evidence-based treatment categories (e.g., CBT, SSRIs) and nuances in application

SCOPE OF CONTRIBUTION

• Evaluation of AI-generated healthcare output (clarity, hallucination detection, risk flagging)

• Risk-sensitive evaluation & QA of medical and mental-health content for safety and accuracy

• Structured lay summaries of psychiatric and general medical research, emphasizing conceptual understanding

• Participation in defined-scope interviews or advisory tasks