"I never believe research when I read it until I see it in three more labs."
"Values support reproducible results. If you define a function in terms of values, every time they call that function with the same values, you get the same answer."
"Science is all about evidence and reproducibility."
"We need extraordinary evidence to even contemplate a neighbor. Well, guess what? If someone knocks on your door and you are not prepared for a neighbor, that would be too late for you to recognize that extraordinary evidence when you open the door."
"Reproducibility is kind of super important in science."
"A study is only as good as its reproducibility."
"AI at least the way that we use it now is inherently rewindable and repeatable and reproducible."
"In science, explanations must be based on naturally occurring phenomena. Natural causes are in principle reproducible and therefore can be checked independently by others."
"Doing everything in the spirit of reproducibility in open source... morally, it's not wrong."
"Replications are crucial to confirm results."
"What about that magic is when you put a system behind it, when you put a system, now you can reproduce that magic over and over."
"There's been a big problem in biomedical research on experiments not being reproducible."
"I think it's tragic that we are having this crisis in reproducibility in science and statistics is getting the blame, not entirely undeservedly. And one of the things I love about the laboratory is because I think if any place can fix everything wrong with statistics, it's here."
"One core aspect of doing... is being able to have reproducible results."
"For our purposes, we can say that three things we want out of a good experiment are: it's precise, reproducible, and accurate."
"Do I believe in it? Does it correlate with others? And is it repeatable?"
"Reproducibility stands; it would be hard for people to argue against that."
"Reproducibility is not just the name of a river in Egypt or just a current slogan but also fundamental to statistics."
"We want the reports not to be too scattergun, we want them to be standardized, uniform, reproducible."
"So why is Markdown so awesome? Well, first of all, you can organize your analyses much more clearly for reproducibility."
"Validation process is actually of validating the biopharmaceutical process. It has to be repeatable. Document it to be repeatable. It has to have the same results, the same output. That's validation."
"It's impossible to run the same experiment twice."
"For scientific study, it has to be reproducible. Otherwise, we're comparing apples to oranges and it's not valid."
"Reproducibility and the lineage that you need to be able to build."
"...it's important from a replication perspective or reproducibility perspective that other researchers can go and build on the study by following a similar approach."
"Every time you save a file, every time you export that file, it can be tagged with a hash which means that years later you can come back to that same artwork and you can reproduce it exactly."
"If you don't select a seed, your results will not be reproducible."
"If someone wants to reproduce your whole project, they can simply take your requirements file and do pip install -r requirements.txt."
"Our infrastructure is now versioned, it's now in scripted form, we can reproduce it, it's immutable."
"Our best bets for reproducible results with something like this are to have an ultraviolet source that's relatively close and controllable."
"Reproducibility is mission-critical to researchers."
"Every module, every component in Monai is built to guarantee that reproducibility."
"Mona I is also trying to become a benchmarking and reproducibility endpoint."
"It also provides documentation of the search terms and strategy, which becomes vital if we want to rerun the search or let others know how we found our results."
"When you have these experiments, you have something in the published data, it has to be reproducible."
"Always make sure that you are able to track and reproduce your model results."
"Whenever you need to optimize something, the first thing that you need to do is being able to reproduce the problem."
"When it comes down to the right tool for the right job, when it comes to reproducible analysis, the tooling, the graphics, the ease of writing code that is legible and reproducible, I do personally prefer R."
"The nice thing about this approach is it is ultimately falsifiable and reproducible."
"Systematic review papers are reproducible."
"Systematic review should be reproducible."
"MLflow facilitates reproducibility, meaning that the same training code runs the same way regardless of the execution environment."
"The best mechanism of confirmation, and this goes for all of science, is reproducibility."
"You get better reproducibility because of the way that JAX handles state."
"The methodology chapter is not just there to say what you did, but it is so that other people could repeat it."
"This is a reproducible setup that can occur over and over again, regardless of the instrument."
"The simpler you make things, the more you can reproduce results."
"The search methods must be transparent and you must be able to reproduce your search."
"The Jupyter notebook was designed to be interactive, exploratory, and reproducible."
"Functions make your work much easier, faster, and more reproducible."
"If we can't replicate the research, there's doubts cast on our conclusions."
"Project management and making reproducible environments is really easy; they are baked into the language."
"We're not trying to trade moves on an instrument and catch a move; we're looking at the same reproducible, scalable opportunities that will show up on any instrument if you master the process."
"And once you do, then it will behave the same way on someone else's machine."
"What you gain above all is reproducibility."
"Reproducibility allows you to redo the past and the present... Automation is about preparing for the future in the present."
"Being able to build these complex figures directly in R really heightens your reproducibility and is really quite powerful."
"It tends to be more reproducible, or I should actually use the word comparable."
"The precision in turns expresses reproducibility of the results."
"Whenever you come up with some sort of result, it should be replicable."
"Additionally, it's good for repeating our work if we want to recreate a figure that say we made for a presentation a while ago."
"Reinforcement learning results are tricky to reproduce, performance is very noisy, algorithms have many moving parts which allow for subtle bugs."
"Our markdown is designed to help you do two things: first, report your research, and second, do your research in a reproducible fashion."
"The .Rmd file is a very useful tool for reproducible research."
"If a supernatural effect can be objectively shown to be reproducible and systematic, they have ceased to be supernatural."
"Provide sufficient details so that someone can repeat your experiments."
"Quarto wants to support this idea of reproducible science, whether that's science in an organization and you're creating static PDFs or HTML documents, or actually publishing in academia."
"This makes it very easy for you to reproduce your analyses not just for yourself but also for your fellow scientists."
"It becomes reproducible because other people can run the same code."
"The workflows here are also reproducible."
"It's only a framework that allows you to formalize the steps of a data analysis and allows you to do this in a reproducible way."
"In order to ensure a reproducible data science, you need a system that allows you to go the whole way from raw data to the final figures or tables of your paper."
"Automation, scalability, and portability are the three dimensions you have to consider to get data analysis reproducible."
"Reproducible and scalable, that's the whole point; it's my business, I want to grow my trading business."
"The Journal of Statistical Software... always provides a repository with every publication that allows you to fully replicate the paper."
"Reproducibility is a problem... 47 out of 53 major well-cited results were not reproducible."
"I should be able to pick up your method and read it and do it exactly as you did it and come out with the same result."
"So this is a great way to just have reproducible graphs and analyzes all bundled inside your data table."
"Formula columns are especially good for reproducibility."
"Everything runs and now the analysis has reproduced 100% reproducibly based on start to finish what I've done."
"ML model work needs to be reproducible as well as sustainable."
"The reproducibility is making sure you can recreate the past in the present, and automation is preparing for the future in the present."
"The flipside of reproducibility is automation."
"Having control over the randomness in your pipeline so you can make your experience as reproducible as possible."
"The decision to do the reproducibility initiative was a game-changer."
"Keep your notebooks small and make your research and knowledge easily shareable and easily reproducible."
"Centric relation is the most reliably reproducible position of the mandible."
"We've been enabling reproducible science... you can reproduce one of the most significant physics discoveries in the last century."
"It's technique and it's reproducible; if one guy can do it, another can do it."
"When you're doing big, complicated visualizations, you really want them to be reproducible."
"Open science and doing stuff that is reproducible, that is archivable, is worth dealing with."
"It is possible with these tools to really do the end-to-end process of scientific computing and deliver results that are good science in a manner that is fully reproducible."
"People should be able to clone your repo and reproduce exactly how you run it locally."
"One thing we did was not only get it written up and published but we actually made it fully reproducible."
"A good experiment is reproducible, driven by a hypothesis, and provides more information to help you refine that idea."
"We're trying to make science fundamentally a communicable and reproducible endeavor."
"We're trying to use this to do better research and to do research that is reproducible."
"Reproducibility in data science and scientific computing is crucial."
"This enables reproducible research, so I can send this to somebody and they can reproduce exactly my steps with my same data."