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Thought this was interesting. Across 160 teams of researchers, just about all failed to make good life outcome predictions on things like GPA, evictions, layoffs, and others. Data followed 4.5k families across 15 years, with 13k features (varied over time). Haven't looked at it directly yet, but will be turning the docs and data inside out... In the meantime, authors claim this as showing the limits of ML. Oh, and it's published in PNAS, so you know there's some big publication energy there.
https://www.pnas.org/content/117/15/8398
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When I was in GP I had a 3:1 ratio. 1 licensed tech, 1-2 VAs, or 1 TA. Seemed to do really well. The tech would direct the VA and TA in what needed to be done. Or they would run labs, fill meds, work on discharges while the tech would help with procedures and vaccines. Bare minimum 2:1 seemed to do fine.
We have 1 tech to every doctor on the hat shift and 1 va per tech plus 1
I work on an ER, and currently it’s one tech to one doctor with one assistant maybe 2.