VibeRounds This course is built in the spirit of VibeRounds — Socratic learning (AI that questions rather than answers) and Guided Discovery, part of the wider Clinical Cognition Operating System.
A Course For Techies

Evidence-Based Medicine, From First Principles

Critical appraisal and evidence-based medicine, taught the way a clinician actually thinks — starting with a patient, not a p-value.

This course grew out of a session originally taught to a mix of medical students and non-medical learners. Each lesson builds on the last: we start with the patient, move to asking a well-formed clinical question, then learn to judge the evidence itself — and finally, how to use LLMs responsibly as a research assistant along the way.

How to use this course: all nine lessons are now available, and are meant to be done in order the first time through. Each one ends with homework that feeds directly into the next lesson, so it helps to actually do the exercises rather than just read. Lesson 9 ties everything back together on a single full patient case.

Lessons

Lesson 1

Teaching Critical Appraisal for Medicos and Non-Medicos

The patient at the centre: history, examination, SOAP notes, PaJR, spotting fake news, and a first look at the evidence pyramid.

Available
Lesson 2

Asking Answerable Clinical Questions (PICO) and Finding the Evidence

Turning a vague clinical worry into a PICO question, matching question type to study design, and building a real PubMed search.

Available
Lesson 3

Critically Appraising a Randomized Controlled Trial

The three-question framework — validity, results, applicability — plus ARR, RRR, NNT, and confidence intervals worked through by hand.

Available
Lesson 4

Systematic Reviews & Meta-Analyses

How trials get pooled, reading a forest plot, heterogeneity (I²), funnel plots for publication bias, and appraising a review with AMSTAR-2.

Available
Lesson 5

Appraising Diagnostic Test Studies

Sensitivity, specificity, PPV/NPV, likelihood ratios, ROC curves, and why prevalence changes how useful a test is for your patient.

Available
Lesson 6

Prognosis & Harm Studies

Cohort and case-control designs, hazard ratios, confounding, and why RCTs are the wrong tool for long-term risk or rare harms.

Available
Lesson 7

Clinical Practice Guidelines

How guidelines are built (GRADE), spotting industry influence, and reconciling a guideline with a patient who doesn't fit the trial average.

Available
Lesson 8

Statistics Deep-Dive for the Skeptical Techie

p-values vs. confidence intervals, what "significant" really claims, p-hacking, surrogate endpoints, and reading limitations sections critically.

Available
Lesson 9

Putting It All Together: A Full Patient Case

A real, de-identified patient taken end to end — history, PICO question, search, appraisal, decision — tying the whole course back to Lesson 1.

Available

For Non-Medical Techies

Techie Summary — EBM in the Language You Already Speak

A fast, jargon-translated map of the whole course — PICO as a search schema, RCTs as A/B tests, likelihood ratios as Bayesian updates, GRADE as test-coverage vs. ship-decision. Read this first if you have no clinical background, or keep it open as a cheat sheet while working through the lessons.

Open the Techie Summary →

LLM-Assisted EBM

Using an LLM Like a Clinician's Research Assistant

A companion prompt library for using an LLM at each stage of the EBM workflow — formulating PICO questions, building search strategies, screening abstracts, extracting trial methodology, calculating ARR/RRR/NNT, and stress-testing your own appraisal. Framed with one hard rule throughout: the LLM drafts, you verify every number and citation against the source.

Open the Prompt Library →

Interesting Insights

Eight Moments Where the Numbers Surprise You

A shortlist of the most counterintuitive results across the course — the same test giving an 8% predictive value in one population and 90% in another, a "40% risk reduction" that turns out to mean treating 25 people to help one, five underpowered trials adding up to a confident pooled answer, and more. Each one links back to the lesson where it's worked through in full.

Browse the Insights →