Learning and knowledge layer · MVP
Knowledge library
A small set of original, clearly labelled demonstration material. In deployment the institution connects its own approved content, local faculty resources and licensed third-party providers through the integration centre — AI-MEDICS does not ship another publisher's articles.
Structuring a differential in undifferentiated breathlessness
Example content — not institutionally reviewedA teaching framework for widening then narrowing a differential when the presenting complaint is non-specific, with worked examples of anchoring and premature closure.
Breathlessness · Differential generation · EM blueprint · Cardiorespiratory emergencies · 12 min
Available offline on shift
Reassessment intervals and escalation triggers
Example content — not institutionally reviewedHow to set explicit reassessment intervals, document the trigger that would change management, and escalate with a structured summary.
Deterioration · Reassessment & escalation · EM blueprint · Resuscitation and critical care · 9 min
Available offline on shift
Choosing and sequencing diagnostic tests under uncertainty
Example content — not institutionally reviewedPre-test probability, test characteristics and the cost of a delayed result, framed as teaching cases rather than protocol.
Diagnostics · Diagnostic testing · EM blueprint · Diagnostic reasoning · 14 min
Handover that preserves diagnostic uncertainty
Example content — not institutionally reviewedRecording what is not yet known, the pending results that matter, and the contingency plan for each open possibility.
Handover · Documentation & handover · EM blueprint · Communication and systems · 8 min
Available offline on shift
History-taking in the time-pressured department
Example content — not institutionally reviewedTargeted questioning sequences and the discriminating features that most often change the working diagnosis.
History · Data gathering · EM blueprint · Clinical assessment · 11 min
Available offline on shift
Cognitive bias in acute presentations
Example content — not institutionally reviewedRecognising anchoring, availability and search satisfaction in your own documented reasoning, with reflective prompts.
Clinical reasoning · Differential generation · EM blueprint · Diagnostic reasoning · 10 min