Sign up
Features

What happensinside every case.

Seven features that work together, from the first vignette to the post-case debrief.

1
Generate

A case ready in under three minutes

From a short patient prompt to a full interactive case in under three minutes, with clinical decision points, cited feedback, and a fresh variation every run.

  • Start from the patient or scenario you want to think through right now.
Case builder
User prompt

54-year-old brought to the ED for worsening confusion, agitation, and tremor over the last two days.

How the case is built
1. Turn your prompt into learning goals

The vignette becomes teaching goals: what should shape the differential, redirect the workup, and define the key decisions.

2. Ground it in two sources of truth

A clinical knowledge graph structures the case, while an evidence library anchors the workup, feedback, and case logic in real guidance.

3. Generate a case that can actually teach

Those pieces become a clinically rich case with plausible results, consequences, and scoring that responds to what the learner does.

2
Reason

Reason through the case, not just the answer

aditum walks findings, differential, tests, and intervention inside one case, with feedback at each module.

Clinical case modules
Case
The patient who can't sit still
Alcohol withdrawal with worsening confusion
Vignette

54-year-old with alcohol use disorder is brought to the ED for agitation, tremor, diaphoresis, and worsening confusion 48 hours after abruptly stopping alcohol.

PMHx
Alcohol use disorder with prior withdrawal admission, hypertension
Medications
Amlodipine, folate
Vitals
T 37.0 C, HR 122, BP 168/96, RR 24, SpO2 97% on room air
Exam
Coarse tremor, diaphoresis, disorientation, visual hallucinations, no focal neurologic deficit

Findings

Frame the case before the workup narrows.

48 hours since abrupt alcohol cessation
Rationale

Moderate-to-severe withdrawal often worsens 24 to 72 hours after cessation. That timing should move withdrawal to the front of the frame before any lab returns.

3
Cite

Open the exact line that changes management

Every piece of feedback ties to a specific guideline excerpt, with the source, society, and year visible right at the decision.

  • Read the exact excerpt without leaving the case.
  • Follow the full source when you want more context.
Reference
Low-risk acute chest pain risk assessment
American Heart Association and American College of Cardiology, 2021

Low-risk acute chest pain → use structured risk assessment first; urgent testing not routinely required.

Save this citation to your library for quick recall later.
4
Adapt

The right answer changes with the patient

The same presentation in pregnancy, kidney injury, or hemodynamic instability leads to a different workup. aditum names the factor that redirects the plan and attaches the supporting reference.

  • See the patient detail that redirects the default path.
  • Trace the adjusted recommendation back to the supporting guidance.
Example: Suspected pulmonary embolism
Baseline path
CT pulmonary angiography
Baseline

No competing constraint

Patient context
Best next path
Kidney injury
Ventilation-perfusion scan

When kidney injury raises concern about iodinated contrast, evidence-based pathways often favor ventilation-perfusion imaging if the patient is stable enough for nuclear imaging.

What changed
Avoid iodinated contrast
5
Save

Build your clinical library as you go

Bookmark any decision, cited excerpt, or feedback note from the case. Tag it by rotation, topic, or competency for quick recall.

  • Save the reasoning behind a decision, not just the diagnosis.
  • Organize by rotation, topic, or competency.
BookmarkTagReview queue
Suspected PE in pregnancy: rule-out pathway first
Reference
Pregnancy-adapted YEARS pathway
New England Journal of Medicine, 2019

Use pregnancy-adapted pathway and D-dimer to avoid unnecessary imaging in stable patients.

Imaging choice in pregnancy: chest radiograph first
Reference
2019 ESC Guidelines for acute pulmonary embolism
European Society of Cardiology guideline, 2019

Use a pregnancy-specific diagnostic pathway and choose imaging with modern low-radiation protocols when it is still needed.

6
Reflect

A debrief on your reasoning, not just your score

After each case, see where your reasoning held, where stewardship slipped, and what to tighten next.
It is a debrief, not a score.

  • Compare your path against higher-value alternatives for this patient context.
  • Leave with one concrete focus for the next case.
Case debrief
Alcohol withdrawal with worsening confusion
What to tighten

Once heavy alcohol use and mental confusion coexist, keep Wernicke encephalopathy active in parallel and give thiamine early instead of treating it like a backup diagnosis.

Clinical reasoningWithdrawal framed early
StewardshipHigh-value first moves
Management choices8/10 supported
Knowledge applicationEarlier thiamine needed
What held up

Recognized the withdrawal window quickly, treated the highest-risk physiology first, and avoided low-yield imaging before the bedside pattern had been addressed.

7
Deep Dive

See how one clinical feature shifts the differential

After the case, scrub through the clinical features one by one.
See how each finding has shifted the differential, and where your weighting matched the evidence.

    Differential Deep Dive
    Same four diagnoses, one clinical feature at a time

    See demo using the alcohol withdrawal case from earlier.

    Diagnosis

    Alcohol withdrawal with impending delirium tremens

    Weight

    Alcohol withdrawal with impending delirium tremens: diagnosis weight 4 of 5

    Rationale

    Prioritize. The 24 to 72 hour window is a classic fit for escalating withdrawal physiology.

    Diagnosis

    Wernicke encephalopathy

    Weight

    Wernicke encephalopathy: diagnosis weight 3 of 5

    Rationale

    Keep active. Heavy alcohol use keeps it active, but timing alone does less work than the mental-status change itself.

    Diagnosis

    Hypoglycemia or electrolyte-driven toxic-metabolic encephalopathy

    Weight

    Hypoglycemia or electrolyte-driven toxic-metabolic encephalopathy: diagnosis weight 2 of 5

    Rationale

    Still consider. Possible, but the clock since cessation contributes less than bedside glucose and electrolyte data.

    Diagnosis

    Intracranial process

    Weight

    Intracranial process: diagnosis weight 1 of 5

    Rationale

    Deprioritize. Timing after alcohol cessation does little to support a structural CNS cause on its own.

    This timing should move alcohol withdrawal to the front while keeping Wernicke active in parallel because the confusion still needs thiamine coverage.

    For Every Stage Of Training

    Same platform. Different depth.

    The case arc stays the same. The pacing, scaffolding, and depth of feedback adjust to where the learner is.

    Students

    Visible reasoning at each step

    Work through cases with visible reasoning — guided prompts, annotated decisions, and explanations that show not just the right answer, but why it is right at each step.

    Residents

    Cases that sharpen clinical decision making

    Work through cases where new information changes the picture. Each step is designed to sharpen clinical decision making around prioritization, stewardship, and management.

    Attendings & Educators

    Cases on demand for teaching

    Generate cases on demand for teaching rounds, prep sessions, or board review. Each case comes with cited references you can use to anchor discussion — without building the material yourself.

    Start your first case

    Build clinical reasoning with cited guidance you can defend.

    aditum

    AI-powered clinical reasoning for medical education excellence.

    Explore

    Contact

    contact@aditum.app

    Questions about aditum, pilots, or medical education partnerships? Get in touch.

    © 2026 ADITUM. All rights reserved.

    PrivacyTermsEducational use only. No patient data.