Statistics resources for clinicians
Another week, another Quora question.
What is an online resource for learning statistics needed for clinicians explained in a language that could be understood by doctors?
There are many biostatistics courses available on Coursera. Living in Baltimore, I’m biased towards JHU’s offerings. “Case-Based Introduction to Biostatistics” by Dr. Scott Zeger is a good one. If you prefer text to video, here are three good resources:
- An article: “A Review of Basic Biostatistics” by Kimberly Dukes and Lisa Sullivan (free PDF)
- A short book: “The Science of the Art of Medicine” by Dr. John Brush (free, iBooks only)
- A textbook: “Statistical Inference for Everyone” by Brian Blais (also free)
If I had to pick one, it would be Dr. Brush’s book. He is a cardiologist writing for other physicians in a language they can understand. Also, Richard Lehman recommended it, which is more than good enough for me.
What is the evidence for that?
This has become the mantra of every medical student, intern, and resident wanting to appear smart on rounds and conferences, of every attending intent on shooting down a team member’s suggestion. Five, ten years ago it might have have signaled genuine interest. Now it means, usually, “I don’t know anything about the subject, but I’m still calling you out on (what I think is) your BS. Here, look at me! I am evidence-based!”
No, nobody has posed me that question in quite a while, and I don’t remember ever asking it in any context. Although I understand asking questions means showing interest, I’ve always preferred looking things up myself. This would make me appear either very smart or very dumb, depending on whatever subcontious impression I made on the person in the first few minutes of us meeting. Try to use the halo effect to your advantage. But, honestly, except for a few very well-known examples listed in this excellent post, you can find “evidence” in the medical literature to back up any claim. Off-the-cuff conversations during lectures and rounds are not the best place to dissect them, especially when one side has seniority.
Research during residency
Of the three pillars of medicine, research is the most ellusive. Unless you are in an MD/PhD program—not an option for most Europeans—you will have other priorities in medical school. And unless your residency program has a built-in research year, the way most surgical residencies do, you will either be way too busy in a university or a large community program to do any research, or have plenty of free time in a lower volume community hospital that doesn’t have many research opportunities.
When I interviewed residents-to-be last year, my first thought on seeing a non-PhD applicant having 18 publications on his or her CV wasn’t “Wow, she is a research machine, we gotta have her”, but rather doubt that anyone could be that productive during medical school. More points subtracted for thinking the interviewers would be so gullible.
I graduated six years ago, far enough not to be able to give advice on how to do research as a medical student. The hows and whys are institution-specific, so anything I wrote would have to be in Serbian anyway. Residencies, though, are similar enough to each other that I do have some words of advice for new residents wanting to do Research! in a community hospital, university-affiliated or not.
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Patient care trumps research. Unless you have already worked as an attending in another country before coming to the US for residency, don’t waltz in to your PDs office on day one asking about research opportunities. Prove yourself on the field first, then six months later, when you’re comfortable managing DVT prophylaxis, septic shock, and what not, start asking questions.
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Get your own idea? Common wisdom says it is better to come up with your own question and start your own projects, since you will be more invested in the outcome. Well, yes, sort of. Unless it is a quick-and-dirty chart review you can do over a two-week vacation—and even then there are IRB hoops you’d need to jump through to get anything done—you will get your inexperienced self into the murky world of project management. Many brilliant ideas have died on the field of required signatures, ambiguous data points, and impossible-to-coordinate meetings. Which is why this next advice is important.
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Find good mentors. Surrounding yourself with a few good people is orders of magnitude better than having many good ideas. Research topics come and go, as does our interest in different fields of medicine (yesterday’s apoptosis is today’s epigenetics is tomorrow’s something or other). It is unlikely that the research your started in residency will continue onward into fellowship, but the knowledge, skills, and general wisdom you pick up from your mentors should serve you well into your career. NB: don’t wait for someone to be “assigned” to you—although that’s what many residency programs will do. Seek out people who match your character and who would be able to give you advice in at least three fields: patient care, research methodology, and research topics. This can be one person, or five. And if you find an awesome mentor who just isn’t doing any research right then, you can always write a review.
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Is it Science! or quality improvement? ACGME is big on Quality! and Patient Safety! this year. Programs take notice. If you can present your interest as a quality improvement project rather than small-s-science, consider doing it. Not only does showing interest in quality improvement look good on a CV, your institution might have special funds for resident QI projects. A dedicated QI mentor is also a good resource, if you want a carreer as a Sith lor—erm, hospital administrator.
Interest in research goes from I just want something on my CV so I could get a fellowship to When I grow up, I’ll have my own lab, but this applies to most people in most circumstances.