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.
Evidence-Based Medicine · Course for Techies

Lesson 1: Teaching Critical Appraisal for Medicos and Non-Medicos

Part 1 — putting the patient back at the centre before we ever open a research paper.

The gap between a medico and a non-medico is mostly a matter of knowledge base — not capability. A self-taught, empowered patient can out-reason a specialist on their own condition. That's the spirit in which this course begins: everyone in this room, technical background or not, is capable of learning critical appraisal and, eventually, evidence-based medicine (EBM).

First question: should there be any learning of medicine without a patient at the centre of the exercise? No — everyone agrees on that. So we start with the person, not the paper.

Every patient who comes to us sick is, in effect, a teacher — handing the medical fraternity a lifelong learning opportunity. Before any data collection, the job is to make that person feel comfortable, treated with empathy and respect, and genuinely supported.

Step 1 — Taking Patient History

History is the patient's story. It can be recorded in the structured way taught in medical school, or in a narrative format that's easier for non-medicos and newcomers. A good history is detailed, timelined, and drawn from reliable sources. Patient problems can be captured:

Updating the history over time matters — good data capture is one of the most valuable things you can do.

Step 2 — Clinical Examination

Look, feel, touch. Photographs, audio, and video can supplement this. Between history and examination alone, most diseases affecting humankind can already be identified.

Investigations come next — they confirm the provisional diagnosis and let us look more deeply into the body. Together, history and examination answer two core questions:

Note: history-taking and examination are already EBM in action — examinations carry their own sensitivity and specificity, and history-taking reveals patient priorities.

Step 3 — What Can Be Done About It

This is where we get our hands into the treatment plan, and into the questions that arise — from the patient or from ourselves — while building a robust plan. But first, three tools worth knowing:

SOAP Notes

Subjective, Objective, Assessment, Plan — a documentation format used by care teams to communicate clearly:

Anyone — medico, non-medico, patient, or caretaker — can use this template for daily data.

PaJR — Patient Journey Record

Document the patient's ongoing journey: daily updates, a photo of their food plate, sleep routine, exercise routine, and any other clinically meaningful parameter relevant to the patient. Keeping it focused tends to improve adherence to regular updates.

Identifying Fake News

Fake news is common enough to have its own term — infodemic. You likely already guard against it by:

  1. Checking whether a headline is a clickbait
  2. Cross-checking the same news across multiple sources
  3. Checking sources that are authentic and reliable

Doing any of this means you kept your skepticism and critically analysed the information rather than accepting it at face value. That's critical appraisal — and we're about to apply the same discipline to medical evidence in research papers.

Evidence-based medicine moment
EBM is not just the information from best research.

What the Evidence Pyramid Tells Us

Clinical research comes in several types, and it's worth seeing them laid out visually before diving in:

EBM evidence pyramid
The classic EBM evidence pyramid.

In-vitro and in-vivo pre-clinical studies sit below this pyramid. The pyramid gives a sense of clinical usefulness by level — but it shouldn't create the illusion that lower-level evidence is useless compared to higher-level evidence. Every study type has its own pros and cons, and the ranking blurs in practice.

Clinical trial infographic
Clinical trial design at a glance. Even a single study type has sub-types, each with its own pros and cons.

These three images are enough to get anyone started. Dive deeper as you begin practicing critical appraisal on evidence tied to real clinical questions.

The Easy Way vs. the Hard Way

There are two speeds for critical appraisal. The easy way is quick and gives you the important details. The hard way is slow and gives you deeper understanding.

Easy way:
  1. Identify the type of study in the paper you're appraising.
  2. Download the matching critical appraisal tool from a trusted site and apply it.

The hard way means reading the paper in full detail — the data, the statistical analysis, individual patient data where available, possible biases, and funding sources. It can be overkill for a quick clinical question, but it builds real understanding over time.

Pro tip: various CDSS (clinical decision support system) apps offer pre-appraised evidence summaries for common clinical questions — useful shortcuts once you understand what's behind them.

Wait — Are We Missing Something?

Yes: the clinical question. Or, really, the patient. This is exactly what happens too often in medical education — the key beneficiary quietly drops out of the picture. That's not acceptable here.

Homework for Lesson 1

Think of a patient-centred clinical question — something real, specific to one person's situation, not a general "what is X" question.

Simple example: "In my 58-year-old patient with newly diagnosed type 2 diabetes and a BMI of 31, should we start metformin right away, or try three months of diet and exercise first?"

Notice what makes it patient-centred: there's a specific person (age, condition, relevant detail), a real decision on the table, and it's answerable rather than open-ended. Bring your question to the next lesson — we'll turn it into a searchable PICO question.

Resources Referenced

Video: The patient as teacher CEBM Oxford — Critical Appraisal Tools CASP UK — Checklists PubMed — search medical research papers