My perfect medical statistics day

I don’t know how others celebrated International Statistics Day, but I decided to dedicate an entire morning clinic to the cause.

If I’m honest, I usually drift into the old habit of seeing each patient as an individual, but for once I made a concerted effort to treat everyone as a statistic.

I didn’t want any atypical patients ruining my outcomes, so I worded up my receptionist Joan about who to book in.

“Please exclude anyone who has heart failure, doesn’t speak English or is on two or more medications.” She raised a dubious eyebrow. “Oh, and I want them allocated randomly.”

Joan’s eyebrow went decidedly bell-curve. “Randomly how?”, she protested. I gave her a coin to toss and a friendly wink. She means well.

The first patient on my list was “Baby 4136 (gender blinded)”. Joan had received my memo about de-identification.

Mum had some concerns about her infant’s undescended testis – oops, lost the blinding already – but I was more interested in its growth charts. They were beautiful. A head circumference straight down main street.

At mum’s eventual insistence, I popped little 4136 onto the bed and palpated his unusually-shaped testes – or to use statistical parlance, I adjusted his odds.

He had a hydrocoele on the right, twice the usual size, while his left scrotum was entirely empty.

I started with the good news. “On average, his testis size is normal.” I then reluctantly broke the data down into two discrete variables and sent off a referral.

The next patient was of the opposite gender (Joan’s coin had done its job), aged 50-59. Her opening line was “I’m feeling pretty ordinary.”

“Excellent!” I replied. An awkward pause ensued, until I realised her mistake.

“Oh, do you mean worse than ordinary?”

It comforted me knowing that thousands of others were probably also insisting on similar accuracy on International Statistics Day.

She continued “As you know, my ex-husband has been gravely ill, doctor. Do you think there’s any hope?”

“That depends on what you’re hoping for,” I replied with calculated precision. I was doing the day proud.

She went on to ask for a carer’s certificate, but just then I recalled a recent study linking hypertension with having an ill family member. You might call it a relative risk.

The quoted expert had said he was 95 per cent confident GPs weren’t measuring enough BPs in these people.

“Before you continue…” I interrupted, cuff poised. Sure enough, her systolic BP was 141. Twice.

The new US hypertension guidelines recommend starting medication at ≥140, so I did, using a series of bar graphs to indicate each side effect probability.

After 30 minutes’ exhaustive discussion (I had to explain multiple regression twice), she left, only to phone back later.

“Any chance you’ve sent off that carer’s certificate?”

“Yes,” I replied. I hadn’t sent it, but the precise question was about chance.

There’s a difference between a lie and a damned statistic.

This article was first published in Medical Observer, April 2019

About Dr Justin Coleman

Justin is a GP in Brisbane and Director of Education for GPs in the NT. He edits a medical journal and two medical textbooks, and is a medical writer and educator. Further details at
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7 Responses to My perfect medical statistics day

  1. jfbuckley1 says:

    Well above average Justin

    Liked by 1 person

  2. Jan Coleman says:

    You wrote this sometime this month, Justin. Could it have been on April 1st, before noon? Admittedly, it’s a tad better than some of those delights that kids send to their parents.or even the more sophisticated ones parents send to their kids!.
    Anyway, laughing out loud on April 20.
    Jan C.

    Liked by 1 person

  3. caseyparker207 says:

    Well done sir

    You have succeeded in taking the P out of EBM


  4. The pre-reading probability of there being a “Dad joke” somewhere in that column were very high and your “relative risk” gag didn’t disappoint. Lovely work, Justin. They say that statistics will tell you anything if you torture them enough and you’ve certainly tortured them here, or at least used enhanced interrogation techniques. I particularly love the response to ““Any chance you’ve sent off that carer’s certificate?”


  5. gingham says:

    Such a precisely crafted article Justin.


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