How technology can help solve science's reproducibility crisis
Working Scientist26 Huhti 2019

How technology can help solve science's reproducibility crisis

Machine learning and data management skills can raise your scientific profile and open up career opportunities, Julie Gould discovers.


As a biomedical science student, Jake Schofield felt frustrated at the length of time it took to repeat experiments, record results and manage protocols, with most of the work paper-based.


In 2016 he and Jan Domanski, a biochemist with programming skills, launched Labstep, an online platform to help scientists record and reproduce experiments.


Schofield, now Labstep's CEO, tells Julie Gould how launching a start-up and seeking investor funding has honed his business skills.


"Every step we've taken has been a huge learning experience," he says. "I wish there were more opportunities for scientists to try entreprenurial pursits. Scientific analytical problem-based thinking has so many parallels in the start-up world."


Brian MacNamee, a computer scientist at University College Dublin, outlines the high value of data and its potential to solve science's reproducibility crisis, citing large sky-scanning telescope projects as an example.


"These projects are generating colossal amounts of data scanning large portions of the sky and that data needs to be categorised," he says. "Astrophysicists want to go to large data collections and look for the bits they are interested in. It's impossible to do that by hand. You need to put machine learning systems into those pipelines to categorise and compare data.


"Other researchers are not reading a paper and trying to figure out where the gremlins are inside a data set. They can open the dataset up and find it themselves."

Hosted on Acast. See acast.com/privacy for more information.

Jaksot(221)

Two tools to help you achieve career success in science

Two tools to help you achieve career success in science

Uschi Symmons says that attending a workshop about individual development plans (IDPs) during her molecular biology postdoc at the University of Pennsylvania in Philadelphia blew her mind. Going away ...

18 Syys 202536min

Tips and tricks to plan your career in science

Tips and tricks to plan your career in science

Many junior researchers see career planning as a luxury item, feeling unable to spare time in their busy personal and professional lives to plan their next move or work out longer-term goals.In the fi...

11 Syys 202531min

Five reasons why Nepal struggles to attract women into science

Five reasons why Nepal struggles to attract women into science

Women are woefully under-represented in Nepalese science, says Babita Paudel. She blames a combination of gender stereotyping, a paucity of female role models and mentors, poor networking opportunitie...

26 Elo 202515min

Why strong mentorship was essential for my career success in science

Why strong mentorship was essential for my career success in science

JoAnn Trejo co-leads the Faculty Mentor Training Program at the University of California, San Diego (UCSD) medical school, where, thanks to her efforts, the number of tenure-track faculty members from...

18 Elo 202521min

How Indigenous values permeate my chemistry teaching and research

How Indigenous values permeate my chemistry teaching and research

Joslynn Lee seeks to bring Indigenous values and heritage into her chemistry and biochemistry teaching at Fort Lewis College. The institution in Durango, Colorado, is a Native American-serving non-tri...

11 Elo 202518min

Why I co-developed a research career launchpad for first generation students

Why I co-developed a research career launchpad for first generation students

Arezoo Khodayari and Laurie Barge started a mentoring collaboration more than a decade ago, providing students at California State University Los Angeles (Cal State LA) with paid research opportunitie...

4 Elo 202517min

‘For AI to change how economies work, it has to represent all of us’

‘For AI to change how economies work, it has to represent all of us’

Vukosi Marivate helps to build scientific communities and networks for African researchers in machine learning and artificial intelligence. These include Deep Learning Indaba, an events and awards pro...

28 Heinä 202516min

How AI can deepen inequities for non-native English speakers in science

How AI can deepen inequities for non-native English speakers in science

A paper co-authored by Tatsuya Amano was rejected recently without review because its level of English did not meet the journal’s required standard. His research suggests that 38% of researchers who a...

22 Heinä 202515min

Suosittua kategoriassa Liike-elämä ja talous

sijotuskasti
mimmit-sijoittaa
rss-rahapodi
psykopodiaa-podcast
herrasmieshakkerit
ostan-asuntoja-podcast
rahapuhetta
rss-rahamania
rss-seuraava-potilas
rss-lahtijat
rss-merja-mahkan-rahat
rss-40-ajatusta-aanesta
rss-porssipuhetta
rss-levosta-kasin-yrittajyys
rss-vaikuttavan-opettajan-vierella
rss-draivi
rss-ma
inderespodi
leadcast
raksapodi