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Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @02:26PM (#11291851)
When I first found out about the web, early 90's, and it was "obvious" that the role of the web was to expand scientific publishing. I expected that everybody would publish latex files (raw source, not PDFs) in computationally accessible formats, with raw data in easily parseable, semantic forms.

That didn't really happen as expected. In my own chosen field (biology) it happened much more slowly than I hoped- physics (with arxiv) was far better. However, just getting PDFs on biorxiv is only a small part of the long game. I did not appreciate the huge importance placed on publishing in high-profile journals has on one's career trajectory and how large a role that would play in slowing the transition to free publication and post-publication review.

The long game is to enable the vast existing resources, and the new resources, to be parsed semantically by artificial intelligence algorithms. We've already passed the point where individuals can understand the full literature in their chosen field and so eventually we will need AI just to make progress.

Re:Handful of Biologists Went Rogue and Published Directly t... by logicrook on Tuesday March 15, 2016 @03:21PM (#11292251)
> I expected that everybody would publish latex files (raw source, not PDFs) in computationally accessible formats, with raw data in easily parseable, semantic forms.

Do you realize that many researchers would be ashamed if others saw their latex code?

A friend worked for a journal, he kept a folder of the worst that he had ever seen, and could rant for hours one some gems. Including some papers that were beautifully typeset, about elegant combinatorics/type theory, and were coded on the latex equivalent of a spaceship cobbled with recycled plastic bottles, scraps and duct tape.

Do you imagine going through thousand lines macro tex file that grew over the years, when Latex is one of the worst mess ever, with conflicting packages, absurd syntactic 'features', and legacy crippling flaws that make debugging an horrible task?

Please, continue to compile your .tex.

Re:Handful of Biologists Went Rogue and Published Directly t... by chriswarbo on Wednesday March 16, 2016 @07:15AM (#11296413)
> Do you realize that many researchers would be ashamed if others saw their latex code?

I really don't get this argument; I see it come up regarding open data for reproducibility too. TeX/LaTeX source is just an extra piece of metadata which might help someone out in a few years time. That's nothing to feel ashamed of, and it's certainly less shameful than not providing the code. If the code allows flaws in the research to be exposed, that's either something to be proud of, or (if it was intentional) it's not the code that's shameful.

My own LaTeX is mostly an inconsistent mixture of copypasta from stackexchange. That doesn't mean I'm ashamed of it, and it's all in public Git repos at http://chriswarbo.net/git if any human or bot actually cares to look.

Speaking of which, the commit histories of those Git repositories aren't very good either. Lots of commit messages like "Fixes", or "Oops, typo in last commit", with multiple changes bundled into single commits, atomic changes spread across multiple commits, etc. But, in the same way as my LaTeX source, it's better than having no commit history, which would be the case if I set myself higher standards.

Of course, I can follow higher standards, but that's when I'm paid to and/or when collaboration is important. For personal stuff, I'd rather invest the time I save interacting with Git on writing more tests, or refactoring, etc.

Re:Handful of Biologists Went Rogue and Published Directly t... by soperj on Tuesday March 15, 2016 @03:57PM (#11292500)
It would be much easier to get better if you could view other's latex code.
Re:Handful of Biologists Went Rogue and Published Directly t... by anigbrowl on Tuesday March 15, 2016 @04:52PM (#11292890)
I will never understand why latex devotees think everyone else should be really into typesetting as a hobby. It's like sneering at photographers who don't want to mix darkroom chemicals.
Re:Handful of Biologists Went Rogue and Published Directly t... by p4wnc6 on Tuesday March 15, 2016 @06:12PM (#11293421)
That's not a good comparison, because mixing your own chemicals for photo development adds more time, effort, and defect rate to the process.

Becoming more proficient with TeX saves time and makes for more re-usable typesetting structures, which allow you to accurately do what you want faster and faster.

It's similar to using emacs or vim. You could say, "Why should programming devotees expect others to adopt those editors?"

It's about productivity. I'm a productivity devotee and when I hear people use short-term thinking to discount how valuable the up-front costs for learning TeX (or emacs/vim, etc) are, it motivates me to help them see why it's not true.

Of course, I don't want to be dogmatic either. If something works for you and your personal utility function discounts the value of things like TeX or emacs, that's fine.

Re:Handful of Biologists Went Rogue and Published Directly t... by anigbrowl on Monday March 28, 2016 @07:11PM (#11378214)
Becoming more proficient with TeX saves time and makes for more re-usable typesetting structures, which allow you to accurately do what you want faster and faster.

Not necessarily, there's an opportunity cost to all the time you spend become proficient with TeX. If there are other products that offer sufficient control over typesetting with less time and effort, and you don't anticipate needing the advanced features that are unavailable in competing products, then becoming a TeX expert is a complete waste of time. I'm happy to concede that it's probably the best tool and certainly the best value for money, but if someone's needs are quite limited then an adequate-but-easy-to-use tool may be preferable to the superior-but-user-unfriendly one.

Re:Handful of Biologists Went Rogue and Published Directly t... by SturgeonsLaw on Wednesday March 16, 2016 @04:20AM (#11295786)
> It's similar to using emacs or vim

Actually, that's a great comparison. I don't use either of those (yeah, I said it) because of their arcane interfaces. I don't doubt for a second that wizards with those programs, and LaTeX, can do great things, but IDEs exist for the same reason word processors do - to make it easier to focus on creating.

Re:Handful of Biologists Went Rogue and Published Directly t... by p4wnc6 on Wednesday March 16, 2016 @11:44AM (#11298190)
Yes, but if you pay the up-front cost of learning the interface (which, far from being arcane, is actually designed the way it is because it's ergonomic), then you can focus even more on creating than the person using the IDE. While they are stuck debugging some autocomplete error in Eclipse, you've already finished your code project, wrote a letter to your mom, dabbled in an interactive R sessions to teach yourself R, and played Tetris, all without touching the mouse.

IDEs exist for the same reason 7/11 exists. Convenience. You pay a higher price (lost productivity) to experience certain comforts (clicking a button instead of issuing a keystroke command).

My experience has universally been that IDEs only get in the way of focusing on creating. They might be necessary when you are literally just beginning with software and you need a lot of scaffolding to help you -- and I don't think anyone would begrudge university students using IDEs.

But not using a power editor once you are an experienced programmer is hard to understand. I mean, it's so important that it was even included as a whole chapter in The Pragmatic Programmer.

Paying the up-front costs of proficient editor usage is like paying the up-front costs of wearing braces so you can have straight teeth or wearing correcting shoes so you can walk properly. Of course it's more convenient in an absolute sense to simply not wear braces or corrective shoes. But that's not the point. The point is that the value you get from the outcome (e.g. straight teeth, proper walking, or dramatically increased productivity when developing) is far greater than the cost.

In other words, I think you're using a hyperbolic discount function. You are placing such a high value on absolutely immediate "focus on creating" that you incorrectly discount how much more focus on creating you would be able to do with the power of a real editor framework.

Re:Handful of Biologists Went Rogue and Published Directly t... by criley2 on Tuesday March 15, 2016 @07:59PM (#11293987)
It's about productivity for the 1% or 5% of stars who understand it and eat it and breathe it.

For the 90%+, it's an arbitrary checkbox requirement to be checked on the path towards something else.

Re:Handful of Biologists Went Rogue and Published Directly t... by RBerenguel on Wednesday March 16, 2016 @03:13AM (#11295558)
I don't eat and breathe LaTeX (although I try to use it for any typesetting needs: after a few years in academia it's much faster to do it this way than to open "Word") but the productivity enhancement on writing while forgetting of how it looks and just having to think about how you want it to look and letting the system handle it for you is invaluable.
Re:Handful of Biologists Went Rogue and Published Directly t... by amelius on Tuesday March 15, 2016 @07:19PM (#11293793)
> It's about productivity.

No it is about aesthetics, which are mostly irrelevant for 99% of all research papers.

Re:Handful of Biologists Went Rogue and Published Directly t... by Spivak on Tuesday March 15, 2016 @09:17PM (#11294315)
It's not just aesthetics, having proper typesetting makes papers more accessible, easier to read and parse, the standard formatting makes understanding the layout of papers easier, there is a huge library of packages that cleanly abstract the task of rendering obscure symbols and complex mathematical formulas, and it automates the job of tracking figure, equation and reference citations to name just a few of the features. Fine, TeX is an ugly language that only a programmer could love, but in over twenty years nobody has yet been able to replace its expressive power and flexibility -- doc generators just compile to LaTeX and more user friendly GUIs like Lyx and TeXMaker have been written to ease the process of writing for end users, but the underlying format has yet to be replaced in over twenty years. Like Markdown, TeX rides the line between being able to be written by hand for greater flexibility and automatically generated for newbies.

Unless you think that reading red text on a blue background in payprus would be an equally enjoyable reading experience it more than simple aesthetics.

Re:Handful of Biologists Went Rogue and Published Directly t... by smsm42 on Wednesday March 16, 2016 @03:50PM (#11300166)
You sound like aesthetics is a bad thing you need to disavow for some reason.

> Fine, TeX is an ugly language that only a programmer could love, but in over twenty years nobody has yet been able to replace its expressive power and flexibility

Which doesn't make it less ugly. If we can't cure common cold yet, that is no reason to praise it and making it sound as if it's a great thing. It is a problem and so is the need to use ugly language to produce aesthetically pleasing papers. The fact that we don't have solution for this problem yet does not turn it into non-problem. It just says nobody yet was good enough to solve it.

Re:Handful of Biologists Went Rogue and Published Directly t... by wonderlust on Wednesday March 16, 2016 @12:06AM (#11294936)
... did I just read a rant about how enjoyability and simplicity are NOT aesthetics?
Re:Handful of Biologists Went Rogue and Published Directly t... by ninguem2 on Wednesday March 16, 2016 @12:53AM (#11295106)
Are you related to the author of "The Joy of Tex"?
Re:Handful of Biologists Went Rogue and Published Directly t... by kaitai on Wednesday March 16, 2016 @01:20PM (#11299006)
In my field, equations and diagrams are relevant for 99% of research papers. I would poke my eyes out with a grapefruit spoon if I had to spend the rest of my life trying to do this in Word.
Re:Handful of Biologists Went Rogue and Published Directly t... by smsm42 on Wednesday March 16, 2016 @03:39PM (#11300085)
It's a trade off. Getting proficient with a new subject requires time and mental space, one that could be otherwise used for doing other things, usually things much more interesting to you unless you happen to be excited by doing TeX stuff. That's why one would usually opt for "just do whatever is needed to get over with it".

> It's similar to using emacs or vim. You could say, "Why should programming devotees expect others to adopt those editors?"

Exactly. There were times when I wrote emacs lisp and vim macros, and had time to dive into arcane mechanics of it. I don't have that luxury anymore. I need the editor to just work and do what I need to be done, without me investing significant time into it. Maybe if I spend couple of days on learning stuff about vim I could do in one minute when now I do in ten, but I'm not sure it pays off anymore, and frankly I have more interesting things to learn. I do use vim (not emacs anymore) but for me I came to the conclusion that added value of diving into the arcana with the goal of being more efficient later vs. brute-forcing through the immediate tasks is just not worth it. Later you'd need a different thing than you thought you'd need anyway.

And, note, I am a programmer. I can imagine how less interested would be a person who does not spend their days digging into the code anyway.

Re:Handful of Biologists Went Rogue and Published Directly t... by mchaver on Tuesday March 15, 2016 @10:50PM (#11294643)
At the very least it would make sense to provide the source that outputs the document. That could be something like OpenOffice or Latex. There are probably some WYSIWYG solution for Latex. If you are referencing a table from another paper and you want to show or alter it, it would be a lot quicker if you have the code that renders it. If you are in the business of writing papers that you want people to read and quote, it seems like a good idea to master the tools that help you do that.
Re:Handful of Biologists Went Rogue and Published Directly t... by dorfsmay on Wednesday March 16, 2016 @01:56AM (#11295338)
Re:Handful of Biologists Went Rogue and Published Directly t... by tormeh on Wednesday March 16, 2016 @03:03AM (#11295523)
LyX is salvation. Edit in WYSIWYG, export to latex or PDF.
Re:Handful of Biologists Went Rogue and Published Directly t... by swiley on Tuesday March 15, 2016 @05:21PM (#11293112)
You have obviously never used troff then.
Re:Handful of Biologists Went Rogue and Published Directly t... by cbd1984 on Wednesday March 16, 2016 @01:25AM (#11295230)
Good LaTeX is less about aesthetics and more about having boilerplate code and macros which greatly simplify the process of making readable documents with citations in the correct (nitpicky, archaic, utterly idiosyncratic) format and figures correctly included and labeled and captioned and scaled.

The joy of LaTeX is that it handles the aesthetics for you. You can focus entirely on structure. Or that's how it works when you have good boilerplate to start from.

Re:Handful of Biologists Went Rogue and Published Directly t... by gaur on Wednesday March 16, 2016 @09:39AM (#11297144)
I think the problem is that many people who don't use LaTeX (and some who do) are so inept at typography that it actually impedes the reader's ability to use the document.

One LaTeX-agnostic example is when people abuse hyphens-like this-which makes it impossible to parse the sentence without reading it several times.

Re:Handful of Biologists Went Rogue and Published Directly t... by anigbrowl on Monday March 28, 2016 @07:14PM (#11378235)
Well you're onto something there. I liked typography for its own sake long before it became affordable to do it on personal computers, so I suppose I take my competence in that area for granted.
Re:Handful of Biologists Went Rogue and Published Directly t... by JohnHammersley on Tuesday March 15, 2016 @06:15PM (#11293446)
You can now view (& compile) a large selection of latex examples, templates and articles directly in the browser on platforms such as Overleaf[1].

I'm one of the founders, and we're also making it possible to directly submit projects from Overleaf to repositories such as the arXiv and bioRxiv, and to traditional journals, to help speed up the submission and publication process.[2]

[1] https://www.overleaf.com

[2] https://www.overleaf.com/tutorial

Re:Handful of Biologists Went Rogue and Published Directly t... by pauloday on Tuesday March 15, 2016 @04:38PM (#11292792)
And if others could contribute improvements on yours.
Re:Handful of Biologists Went Rogue and Published Directly t... by jessriedel on Tuesday March 15, 2016 @05:23PM (#11293119)
FYI, the .tex source is available for all papers uploaded to the arXiv.
Re:Handful of Biologists Went Rogue and Published Directly t... by semi-extrinsic on Tuesday March 15, 2016 @06:43PM (#11293609)
No, you can upload just the PDF if you want.
Re:Handful of Biologists Went Rogue and Published Directly t... by jessriedel on Tuesday March 15, 2016 @08:00PM (#11294000)
OK, correction: the .tex source is available for almost all papers uploaded to the arXiv (because they give a big warning/plea message to do so).
Re:Handful of Biologists Went Rogue and Published Directly t... by jhbadger on Tuesday March 15, 2016 @04:03PM (#11292540)
Also, (experimental) biologists tend not to use TeX/LaTeX. Typically they use Microsoft Word and a proprietary citation manager like Endnote. Typesetting is seen as something the journal deals with, not the author.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @05:20PM (#11293104)
I was a biologist, but I used LaTeX: it was important to have parseable references in a flat file.
Re:Handful of Biologists Went Rogue and Published Directly t... by leemailll on Tuesday March 15, 2016 @11:12PM (#11294720)
Many of biologists stick to word file, especially the review/communet function. It is often because the collaborators stick to word and you have to follow up with it.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Wednesday March 16, 2016 @02:13PM (#11299461)
back in the day when I did this, I ended up writing papers with biologists. All the biologists would be cc'd on an email with the doc as an attachment and a "token" was passed between people to determine doc ownership. The person would make their changes and reattach the new doc to the email and pass the token to the next person.

Ultimately, this would fall over as people accidentally made concurrent changes and it would be hard if not impossible to merge between two documents. Doc files were never designed to be put into a version control system with merge semantics. Some people use shared folders with locking but locking doesn't work well over file shares.

I'm not sure but I suspect now people use dropbox instead of email; it's not clear to me how they manage conflicts and merges.

I rather my format be a text-line-based non-rendered format that I can render down if need be, but use the full power of patch and diff to manage conflicts.

Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @05:19PM (#11293095)
I wasn't defending LaTeX; I don't use it any more.

I am certainly aware that many scientists don't want to publish their code out of embarrassment. It was a surprise to me, but I've heard that feedback.

I investigated various alternatives after I found LaTeX too arcane, including DocBook. It's still not entirely clear what solution exists to the collection of problems I have (want to semantically mark up my paper, want it to display nicely regardless of screen, etc).

Re:Handful of Biologists Went Rogue and Published Directly t... by eru on Tuesday March 15, 2016 @07:16PM (#11293783)
What about something like markdown plus some syntax for formulas? You can compile the markdown (via a detour to LaTeX perhaps) to something that looks nice.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @07:55PM (#11293970)
Yeah, some form of enhanced markdown, with self-rendering papers on github (or whatever-hub or whatever-xiv) seems like a very practical solution. It couples the paper's representation to the version control system in a way that could be convenient and expressive.
Re:Handful of Biologists Went Rogue and Published Directly t... by dorfsmay on Wednesday March 16, 2016 @02:03AM (#11295357)
Markdown gets very limited very quickly.

Are you aware of pandoc?

http://pandoc.org/

Re:Handful of Biologists Went Rogue and Published Directly t... by cbd1984 on Wednesday March 16, 2016 @01:27AM (#11295238)
I figure that any markdown dialect enhanced far enough to be usable would be as complex as LaTeX, only without the tooling and pre-written macros.
Re:Handful of Biologists Went Rogue and Published Directly t... by dorfsmay on Wednesday March 16, 2016 @01:59AM (#11295346)
Enhanced versions of markdown are just turning it back into a full wiki language.
Re:Handful of Biologists Went Rogue and Published Directly t... by agumonkey on Tuesday March 15, 2016 @04:09PM (#11292586)
Shame in 'science', I find that unbelievably absurd.

About the 2nd part, may I rephrase it as PDFs are the docker of publication .. (Adobe would probably be very proud of that).

Re:Handful of Biologists Went Rogue and Published Directly t... by mentat on Tuesday March 15, 2016 @03:58PM (#11292505)
Or, if published, we could develop tools to normalize the data and improve the state of the art.
Re:Handful of Biologists Went Rogue and Published Directly t... by chejazi on Tuesday March 15, 2016 @04:32PM (#11292753)
This is the right approach. Like what OCR does for digitizing volumes of literature.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @05:32PM (#11293182)
OCR for historical literature is a really hard problem. Beyond the fact that OCR quality is pretty low, perception of the meaning of the papers isn't addressed by that. So it makes it easier to access (can read papers on the net rather than going to a library) but that's about it.
Re:Handful of Biologists Went Rogue and Published Directly t... by chejazi on Tuesday March 15, 2016 @05:44PM (#11293244)
> it makes it easier to access (can read papers on the net rather than going to a library) but that's about it.

I disagree. The text is indexed and searchable.

> the meaning of the papers isn't addressed by that.

I agree. I wonder if starting with research papers that have lots of symbolic logic (e.g. math proofs) would be the easiest starting point for a system like this.

Re:Handful of Biologists Went Rogue and Published Directly t... by beambot on Tuesday March 15, 2016 @07:31PM (#11293848)
HA! Not to mention unflattering comments in LaTeX or BibTeX files. You thought source code had expletives... yeah.
Re:Handful of Biologists Went Rogue and Published Directly t... by vlasev on Tuesday March 15, 2016 @08:10PM (#11294043)
Some of my .tex files may or may not contain a lot of profanities.
Re:Handful of Biologists Went Rogue and Published Directly t... by slang800 on Saturday March 19, 2016 @11:32PM (#11321661)
> Do you realize that many researchers would be ashamed if others saw their latex code?

The exact same think could be said about HTML, but that hasn't stopped people...

Re:Handful of Biologists Went Rogue and Published Directly t... by TheBiv on Tuesday March 15, 2016 @02:32PM (#11291895)
Can you unpack what is meant by "to be parsed semantically by artificial intelligence algorithms"?

I understand the words, but in this context it has me a bit confused as to what problem you see AI solving.

Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @02:35PM (#11291928)
I mean, if somebody includes the name of a gene in their text, the goal is to annotate (then use the annotation) the gene in the text of the paper. It's often nontrivial to extract the meaning from the text without having a full experiment human. A typical case would be a reference to a gene by name, where the paper authors really meant the transcript or the protein product.

The semantic parsing part is an annotation process. AI algorithms are required to make accurate annotations - a huge amount of context is required.

So if authors instead marked up their papers such that each mentioned entity's semantic meaning was obvious, it would make it much easier to AI that scans all papers and generates hypotheses.

Re:Handful of Biologists Went Rogue and Published Directly t... by norea-armozel on Tuesday March 15, 2016 @05:32PM (#11293180)
I'm thinking of a less than ambitious angle to the use of AI or at least parsing algorithms: cross referencing commonly researched subjects and methods. If say a certain method seems to yield less than ideal results it would be nice to know if someone else figured out the problem well in advance of any laboratory work. Feeding that sort of information into a computer would be dead simple since I assume most methods are easily categorized as it is.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @05:49PM (#11293283)
No, I don't think it's dead simple to take methods and compare them. The problem is that most of the method details are implicit and leave out a lot of the aspects that are required to replicate a study.
Re:Handful of Biologists Went Rogue and Published Directly t... by TheBiv on Tuesday March 15, 2016 @02:37PM (#11291948)
Ah, awesome!! Makes complete sense!

Thank you very much for unpacking it and all the best in your career in Biology! I am in tech now, but studied Biology at Texas A&M for undergrad so hearing the words in your response reminded me of the good ol' days!

Re:Handful of Biologists Went Rogue and Published Directly t... by eitally on Tuesday March 15, 2016 @02:36PM (#11291937)
What he/she is saying is that the pace of research & publishing is such that it's impossible for researchers & academics to stay current the only fashioned way (reading, writing and attending conferences). It would be beneficial to have an intelligent bot that could be trained to browse for content of interest as a mechanism to augment an individual human's capacity to do this manually.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @02:49PM (#11292039)
I don't just mean that, although that is part of the goal.

I want AIs to automatically find conflicting papers/hypotheses, and propose experiments that resolve the ambiguities.

Re:Handful of Biologists Went Rogue and Published Directly t... by hutzlibu on Tuesday March 15, 2016 @04:55PM (#11292910)
But wouldn't a different data structure/database be better suited for this approach, than LaTeX? I mean, you can still just babble but style it in LaTeX ... and the AI would have to find out, that your're saying nothing. This would require true AI.

I mean, I don't know much about LaTeX, but I doubt there are Elements for "Hypthese", "Definition", "exact reference" etc. If you would have those, described in a structured, simple language - then I guess, it will be much easier to process those Information for a KI, when the context is clear.

Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @05:22PM (#11293116)
True. I work at Google now, and my advice would be to just write standard XHTML and let Google's parsers do their best job at inferring the meaning of the text.
Re:Handful of Biologists Went Rogue and Published Directly t... by hutzlibu on Tuesday March 15, 2016 @06:07PM (#11293393)
But writing xhtml in plain text can be quite a pain ... you would need at least good tools, to be efficient ...

Or something pythonlike (also supported by a IDE):

hypothesis:

(indent) blablabla link:"link_to_Element_in_paper"

Re:Handful of Biologists Went Rogue and Published Directly t... by Houshalter on Tuesday March 15, 2016 @10:01PM (#11294462)
Someday I'd love to feed scientific papers into AI algorithms. Watson does that, and google is starting to. But the file formats are such a mess, especially with equations and figures.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Wednesday March 16, 2016 @04:48PM (#11300563)
There are entire companies with squadrons of contractor scientists who just read papers and convert them to their ontology/database/analysis engine (Ingenuity, for example).

When I spoke to them they said if they had an AI that could do as good a job as people, they wouldn't need contractors. I think Google's approach would be to contract a bunch of scientists, have them read and interpret the papers, then use that data to train a deep net that could do it more accurately (you need some baseline humans to act as golden standards). This worked well for Google in several publicized examples, such as discriminating house numbers from numbers on cards in Street View imagery.

Re:Handful of Biologists Went Rogue and Published Directly t... by haberman on Tuesday March 15, 2016 @05:03PM (#11292985)
> I did not appreciate the huge importance placed on publishing in high-profile journals has on one's career trajectory

Who is it primarily that is concerned with such things? (Curious.)

Is it fellow academics? Or university administrators? Or government agencies that control grants?

Whoever it is, these are the people we need to work on, it seems.

Re:Handful of Biologists Went Rogue and Published Directly t... by Fomite on Tuesday March 15, 2016 @07:01PM (#11293719)
"Is it fellow academics? Or university administrators? Or government agencies that control grants?"

Yes.

Fellow Academics: The people who will be discussing your tenure case, writing letters of support, nominating you for prizes, etc.

University Administrators: The people who are the final word in your tenure case, and who do things like evaluate how well your department/college/etc. is performing.

Grants: Be they your fellow academics in the form of reviewers, program officers, etc., the prestige of your publications will likely matter to them.

Publications are the unit of currency in academia at the moment, and the incentive and evaluation structures at almost every step are oriented around that. Going your own way is a laudable step, perhaps, but largely the luxury of established researchers who have already had their prestige publications, or those willing to take the potential hit to their careers for the principled stand.

Re:Handful of Biologists Went Rogue and Published Directly t... by kaitai on Wednesday March 16, 2016 @01:28PM (#11299075)
Yep: every group cares because others care and because they don't want to make things easier for others later (that would not be fair). Academics care because they need to get grants and promotions, granting agencies value the papers because they need to justify their grants to the public/Congress/academics, etc.

If you could get them to all drop caring at once, that would work. However, if any critical mass of any majority of groups sticks with it, those who try to ignore the high-profile publication wheel will just get squeeeeezed out. Simple game theory.

Re:Handful of Biologists Went Rogue and Published Directly t... by Fomite on Wednesday March 16, 2016 @08:29PM (#11301792)
Exactly. Which is why big labs going pre-print/OA is meaningful, but the heads of those big labs saying "As Chair of my Department, OA publications will be positively considered in tenure, hiring and promotion decisions" would probably be a bigger deal.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @06:00PM (#11293348)
I should also mention that my graduate program (top-tier in its field) unofficially required all students to publish in a top-tier journal to be allowed to graduate with a PhD. It was unofficial, but enforced by all the professor/advisors. If you didn't publish in a high enough journal, you'd end up in 7-8th year with a long thesis and have to leave with a master's degree.
Re:Handful of Biologists Went Rogue and Published Directly t... by dekhn on Tuesday March 15, 2016 @05:21PM (#11293111)
If you go the principal investigator route (professor or scientist at national lab), then your boss and granting agencies are the ones that care about your pubs. It's critical to obtaining tenure (if you don't, you're kicked out of the university) and grants.
Re:Handful of Biologists Went Rogue and Published Directly t... by imglorp on Tuesday March 15, 2016 @03:15PM (#11292221)
> it was "obvious" that the role of the web was to expand scientific publishing

Yeah especially considering the roles CERN and NCSA played. Things might be different if they had published there immediately instead of staying on their journals.

Re:Handful of Biologists Went Rogue and Published Directly t... by transcranial on Tuesday March 15, 2016 @05:10PM (#11293025)
Might be interested to check out https://science.ai
Re:Handful of Biologists Went Rogue and Published Directly t... by return0 on Tuesday March 15, 2016 @07:25PM (#11293826)
Latex is a terrible format that most biologists will never learn. HTML is the one uber-standard, it was actually created for that.
Re:Handful of Biologists Went Rogue and Published Directly t... by scentoni on Tuesday March 15, 2016 @09:48PM (#11294426)
Obviously you've never had to typeset non-trivial mathematical expressions.
Re:Handful of Biologists Went Rogue and Published Directly t... by return0 on Tuesday March 15, 2016 @10:05PM (#11294484)
To keep your tone ... obviously you've never tried selling it to biologists.