Your doctor doesn't want you to see this -- diagnosis using AI(symcat.com)
symcat.com
Your doctor doesn't want you to see this -- diagnosis using AI
http://symcat.com
34 comments
We've started with the most common symptoms, but are building it out more. We'll add the armpit, thanks for the suggestions!
The AI component is the fact that we train our algorithm based on clinical data from real patients (started with CDC data -- 500k at the moment and counting as people use the site).
I've had bad experiences with the WebMD symptom checker like most people I've spoken to. Try typing in "chills" and you get "Lyme disease, acne, Bubonic plague" (no joke).
WebMD makes money on advertising, so they unfortunately direct you to the pages that are going to keep you on the site for longer. You may find what you have using their symptom checker, but it is really optimized to keep you clicking.
The AI component is the fact that we train our algorithm based on clinical data from real patients (started with CDC data -- 500k at the moment and counting as people use the site).
I've had bad experiences with the WebMD symptom checker like most people I've spoken to. Try typing in "chills" and you get "Lyme disease, acne, Bubonic plague" (no joke).
WebMD makes money on advertising, so they unfortunately direct you to the pages that are going to keep you on the site for longer. You may find what you have using their symptom checker, but it is really optimized to keep you clicking.
Can you be a bit less general about your algorithm? Without giving any specifics that you may wish to keep to yourself of course. What distinguishes it from statistical methods for example?
I'm not familiar with how either system works, but there are definitely "symptom checkers" which would qualify as AI.
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1307157/
http://en.wikipedia.org/wiki/Clinical_decision_support_syste...
http://en.wikipedia.org/wiki/Computer-aided_diagnosis
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC1307157/
http://en.wikipedia.org/wiki/Clinical_decision_support_syste...
http://en.wikipedia.org/wiki/Computer-aided_diagnosis
This title is some of the worst linkbait I've ever seen on HN. It reminds me of so many low-quality ads on blogs going "one mom discovered this trick that doctors don't want you to see"; please consider not advertising your site this way.
Agreed. One of the things I love about HN is its general resistance to run-of-the-mill marketing techniques like this headline.
In fact, it makes me wonder if the submitter of this article is an affiliate for the site this story links to. His only activity is made up of 3 submissions that seem to be related to this site http://news.ycombinator.com/submitted?id=cmonsen
It's an interesting site but it's sad to see HN being gamed like this.
In fact, it makes me wonder if the submitter of this article is an affiliate for the site this story links to. His only activity is made up of 3 submissions that seem to be related to this site http://news.ycombinator.com/submitted?id=cmonsen
It's an interesting site but it's sad to see HN being gamed like this.
He is apparently the founder of the startup.
I'm sorry if it is abusive. That was not my intention. It is not unusual for founders to post to HN.
I entered "lump on testicle".
I was surprised at the results. I was disappointed that there wasn't some gentle friendly persuasive advice about going to see a real doctor quickly. Yes, I know there's a disclaimer on the front page, but I feel this is a missed opportunity.
You're going to tap into that hard to reach market of people who might have a serious problem but who are reluctant to see someone. You have a great opportunity to educate them; to let them know that there's probably nothing to worry about but that early intervention is crucial; and that this is what happens at these types of examinations.
But: It's a really cool tool, and I look forward to seeing how it develops!
I was surprised at the results. I was disappointed that there wasn't some gentle friendly persuasive advice about going to see a real doctor quickly. Yes, I know there's a disclaimer on the front page, but I feel this is a missed opportunity.
You're going to tap into that hard to reach market of people who might have a serious problem but who are reluctant to see someone. You have a great opportunity to educate them; to let them know that there's probably nothing to worry about but that early intervention is crucial; and that this is what happens at these types of examinations.
But: It's a really cool tool, and I look forward to seeing how it develops!
Yeah, we have about 1000 symptoms, but that is an example of one we haven't incorporated yet. We'll add it, thanks for your help!
That's exactly where we're going. We want to direct patients to the right doctor/level of care and are incorporating triage guidelines towards that end.
Thanks!
That's exactly where we're going. We want to direct patients to the right doctor/level of care and are incorporating triage guidelines towards that end.
Thanks!
Ok, fixed that. The results still need some work, but it should be much better than what you were getting before.
I used WebMDs version of this last year, and then the page started flashing "Seek medical help immediately", my appendix was taken out that night.
Glad to hear it worked out for you! Unfortunately, for every person that are helped by medical information, there are 5 who are caused unnecessary anxiety. We want to give patients access to data that lets them know when they should be concerned and when they should not be concerned. Microsoft has a great study on this (try Googling "cyberchondria microsoft research")
We're still building out our recommendations, so you can expect ours to also alert people to see a doctor when appendicitis is likely.
We're still building out our recommendations, so you can expect ours to also alert people to see a doctor when appendicitis is likely.
Was it a broken arm?
The UK NHS has a pretty good expert system, like I assume this is supposed to be.
I entered (but do not have) "bloody feces" as a test case, it gave me 4 options for symtoms that they think I meant, none even anywhere close. Hint: if they're black and stinky you need immediate medical help, if the blood is red and sparse it's probably piles - THIS IS NOT MEDICAL ADVICE.
Is this an alpha test?
I entered (but do not have) "bloody feces" as a test case, it gave me 4 options for symtoms that they think I meant, none even anywhere close. Hint: if they're black and stinky you need immediate medical help, if the blood is red and sparse it's probably piles - THIS IS NOT MEDICAL ADVICE.
Is this an alpha test?
Re: NHS Direct, I've seen it and agree that it's a cool tool. It's pretty much restricted to triage and doesn't give you a great sense of what you have, though. Also, only helps in the UK. :(
There's a good paper on it that explains most people feel that it just directs them to a primary care physician. We'd like to offer value to those people as well and match them to exactly the physician who can help them (ie OKCupid for patients-doctors).
There's a good paper on it that explains most people feel that it just directs them to a primary care physician. We'd like to offer value to those people as well and match them to exactly the physician who can help them (ie OKCupid for patients-doctors).
We're still building out the synonym vocabulary and we do that by analyzing user queries. I added "bloody feces."
This has the same problem as hypochondriac internet forums.
I put in "tired" and got a list of: depression, diabetes, hypothyroidism, atrial fibrillation,anxiety ,multiple sclerosis, congestive heart failure and gastroesophageal reflux disease.
If I click on "increased risk," I get: valley fever, muscular dystrophy, hemolytic anemia, intracranial abscess, thalassemia, gallbladder cancer, polycythemia vera, and autonomic nervous system disorder.
Nowhere does it ask me if I happened to get enough sleep...
I put in "tired" and got a list of: depression, diabetes, hypothyroidism, atrial fibrillation,anxiety ,multiple sclerosis, congestive heart failure and gastroesophageal reflux disease.
If I click on "increased risk," I get: valley fever, muscular dystrophy, hemolytic anemia, intracranial abscess, thalassemia, gallbladder cancer, polycythemia vera, and autonomic nervous system disorder.
Nowhere does it ask me if I happened to get enough sleep...
You are looking for the old-country-doctor AI. That is the one that would also catch, unlike this site, my dry throat and itching eyes as probably being me not drinking enough water so far today.
The data comes from ED and outpatient doc visits so it "assumes" a certain level of concern from the user at the outset. However, the algorithms can learn so that less severe diagnoses ("lack of sleep", "caffeine withdrawal", etc) will rise to the top as more people indicate that is the problem.
Couldn't you just add a prior probability that someone has any problem? Going to the ER is much more difficult than typing something into a web app, so you should use your expert knowledge to adjust that.
It would also seem like a better approach would be to have a prior that's much lower for the internet and is never updated based on user searches, then continue hand-entering real records for quality control purposes. Otherwise, sooner or later some internet community (4chan, SA, etc) will get carried away and start manipulating your system to make everyone think they're dying of elephantiasis.
It would also seem like a better approach would be to have a prior that's much lower for the internet and is never updated based on user searches, then continue hand-entering real records for quality control purposes. Otherwise, sooner or later some internet community (4chan, SA, etc) will get carried away and start manipulating your system to make everyone think they're dying of elephantiasis.
Agreed, and that's a very reasonable place to start for conditions that are not challenging diagnoses but rather explanations for common symptoms (eg too little sleep, bumped my knee, etc).
WRT abuse, we're going to require the log-in and user consent before collecting any data and allow people to maintain, in effect, their own medical record. We can monitor for abuse (eg someone who seems to visit a hospital thousands of times / day).
WRT abuse, we're going to require the log-in and user consent before collecting any data and allow people to maintain, in effect, their own medical record. We can monitor for abuse (eg someone who seems to visit a hospital thousands of times / day).
First need to solve for hypochondria. :)
Maybe they need a big button that says "Are you really worried right now?" and if you click it, tell you logical steps and routine you need to be following long-term for the results to "feel more normal" - otherwise to not use to self-diagnose.
Maybe they need a big button that says "Are you really worried right now?" and if you click it, tell you logical steps and routine you need to be following long-term for the results to "feel more normal" - otherwise to not use to self-diagnose.
At a bare minimum I would except the site to default to HTTPS (with no warnings). Got an "Untrusted Connection" when trying to use HTTPS. That's not a good sign if you want people to enter personal medical information.
Thanks for the suggestion. User privacy will be critical and we are making that a priority.
I've been thinking about systems like this because I met way too many pretentious docs and on top of that lots of docs misdiagnose and the older they get, the less motivated they are to stay up to date on new drugs.
One word of advice though. Hating on docs might be a good idea PR-wise, but only if you're going after patients who hate on their docs, but that's not your market, your market is the docs. This industry is always going to be regulated and that's a good thing. So, don't try to fight them, join them and help them make money. It doesn't take a brain surgeon to know this could be a money maker for them.
You also need all the data you can get. Data on symptoms, diseases, drugs, side effects, off label usage, ... You need the FDA, you need the docs and you need the patients. While docs are all about sharing data, they only do so within their community. That's the part that needs to open up. And stay open. The patients are the easy part, they know sharing data is going to help them.
Docs aren't against systems like what you're trying to build. Systems like this are already being used when you get PET scans. There're hundreds, if not thousands of spots on the photos and an algorithm helps them narrow down the results. It's a huge time saver and it obviously helps the patient. The money's in making sense of all the data and offering solutions.
You will also be dealing with companies like GE. An example. The docs are your friend, so let's say they measure your bone density and they're willing to give you the results, what do you think GE is going to do about that? You're in their market and they will fight you with package deals! You'll be up against Google as well because they will offer the docs a free version of your product, ad supported.
Your system needs more data. I tried it but the diagnosis was wrong, stayed wrong and eventually no diagnosis was given. You need photos. You need all the help and data you can get.
One word of advice though. Hating on docs might be a good idea PR-wise, but only if you're going after patients who hate on their docs, but that's not your market, your market is the docs. This industry is always going to be regulated and that's a good thing. So, don't try to fight them, join them and help them make money. It doesn't take a brain surgeon to know this could be a money maker for them.
You also need all the data you can get. Data on symptoms, diseases, drugs, side effects, off label usage, ... You need the FDA, you need the docs and you need the patients. While docs are all about sharing data, they only do so within their community. That's the part that needs to open up. And stay open. The patients are the easy part, they know sharing data is going to help them.
Docs aren't against systems like what you're trying to build. Systems like this are already being used when you get PET scans. There're hundreds, if not thousands of spots on the photos and an algorithm helps them narrow down the results. It's a huge time saver and it obviously helps the patient. The money's in making sense of all the data and offering solutions.
You will also be dealing with companies like GE. An example. The docs are your friend, so let's say they measure your bone density and they're willing to give you the results, what do you think GE is going to do about that? You're in their market and they will fight you with package deals! You'll be up against Google as well because they will offer the docs a free version of your product, ad supported.
Your system needs more data. I tried it but the diagnosis was wrong, stayed wrong and eventually no diagnosis was given. You need photos. You need all the help and data you can get.
The evidence suggests that 15% of medical diagnoses are incorrect. Being 2 months away from finishing my MD, I have a sense that this is not because doctors are failing to do their job, but rather, because medical diagnosis is hard.
Most people believe that their doctor gives them a diagnosis and are 100% certain of it, but in reality medicine is a highly probabilistic domain. There's a great article about a family's story with misdiagnosis in their child (http://www.slate.com/articles/double_x/doublex/2011/07/how_f...). The diagnosis was initially strep, but it soon became evident that the diagnosis was the much more rare Kawasaki disease. Symcat is an attempt to let patients know about both (ie "This is probably strep, but you should continue to monitor because Kawasaki disease can also cause this and the only way you know is if your symptoms persist").
We would love to get more docs on board and we've been working with physicians at Hopkins to make this as useful to patients as possible.
Completely agree that this lives on the quality of the data. We would like for users to contribute their data (a la patientslikeme). We also are exploring partnerships with health care providers and data stores for getting additional data.
Most people believe that their doctor gives them a diagnosis and are 100% certain of it, but in reality medicine is a highly probabilistic domain. There's a great article about a family's story with misdiagnosis in their child (http://www.slate.com/articles/double_x/doublex/2011/07/how_f...). The diagnosis was initially strep, but it soon became evident that the diagnosis was the much more rare Kawasaki disease. Symcat is an attempt to let patients know about both (ie "This is probably strep, but you should continue to monitor because Kawasaki disease can also cause this and the only way you know is if your symptoms persist").
We would love to get more docs on board and we've been working with physicians at Hopkins to make this as useful to patients as possible.
Completely agree that this lives on the quality of the data. We would like for users to contribute their data (a la patientslikeme). We also are exploring partnerships with health care providers and data stores for getting additional data.
I think "House" should end with him and his team being replaced by a computer. It will need to be a robot (like the one on Lost in Space, ideally), not a web page, but symcat has the right idea. It would also be cool if the robot was a master game-player, finally putting House in his place.
I love House. I'm not sure I'm ready to replace him just yet.
You do know this is the final season of House? Would you rather see them continue to turn Chase into a Mini Me version of House (getting scruffy, painful injury, ignoring protocol) or witness a battle for relevance against a robot with smarts like the Watson computer? I'll take the robot battle.
I didn't know that. I have to get out (watch TV?) more. Robot battle it is, then.
I am reminded of the Emergency Medical Hologram from Star Trek: Voyager, modeled (physically and mentally) after his creator Dr. Lewis Zimmerman. :)
I find it amusing that when specifying a symptom of "Mass in scrotum" the website sees the need to ask me if I'm male or female.
Needs SSL badly. I don't want my proxy administrator to know that it burns when I pee.
You are right - she doesn’t. My wife, a 4th year med student blanket opinion of self-diagnostic websites for the general public is they are trying to kill their customers. And more and more I agree.
If you are ill and you don’t know what’s going on, see a doc (or a nurse practitioner etc). Uninsured (yeah - that’s me till 2 months ago.) - then it will cost a packet. Which is good as you’ll be encouraged to figure out what’s normal for your body - which is what needs to happen anyhow.
Remote diagnostics is a hard game even if a doc is doing it. A rules engine just isn’t up to it. It’s not just a game of checklists. This thing might be better (It’s down right now) - but nothing is as good as being in a room with the patient, having some EQ, asking questions, and being able to view symptoms with your own 2 eyes.
If you are ill and you don’t know what’s going on, see a doc (or a nurse practitioner etc). Uninsured (yeah - that’s me till 2 months ago.) - then it will cost a packet. Which is good as you’ll be encouraged to figure out what’s normal for your body - which is what needs to happen anyhow.
Remote diagnostics is a hard game even if a doc is doing it. A rules engine just isn’t up to it. It’s not just a game of checklists. This thing might be better (It’s down right now) - but nothing is as good as being in a room with the patient, having some EQ, asking questions, and being able to view symptoms with your own 2 eyes.
I don't know. The advantage of such expert systems is that they have access to the entire database, never forget anything and can recalculate all relevant probabilities on the fly. Your doctor can't do that.
Although the linked site failed completely (as far as I can tell, because its buggy!), the WebMD that was linked elsewhere correctly diagnosed my condition in less than 2 minutes. It took a real MD 2 hours+ and that included an (unnecessary) X-ray.
I don't think it's comparable to remote diagnosis being hard - that is very dependent on how doctors recall information, and visual information or feedback may be very important to them. An expert system has no such limitations.
Although the linked site failed completely (as far as I can tell, because its buggy!), the WebMD that was linked elsewhere correctly diagnosed my condition in less than 2 minutes. It took a real MD 2 hours+ and that included an (unnecessary) X-ray.
I don't think it's comparable to remote diagnosis being hard - that is very dependent on how doctors recall information, and visual information or feedback may be very important to them. An expert system has no such limitations.
Sorry that it's down. Getting a lot of HN traffic.
I tend to agree with your wife (I'm a 4th year med student at Hopkins), which is why I'm building my own.
I think it's easy for websites to just say "if you are concerned, see a doctor" but I also believe that to be the problem. Obviously, if it were costless (time, money, opportunity cost) people would go see a doctor, but they in reality are weighing those costs. We'd like to make it easy for people to weight the risk vs. the benefits of seeing a doctor.
Moreover, for too many people "seeing a doctor" means going straight to the ER. There they wait for 4 hours (nat'l average) and are frequently told to follow-up with a doc anyway. We want to let others know that there are other options (eg urgent care centers) and let them know when such care is clinically indicated.
I tend to agree with your wife (I'm a 4th year med student at Hopkins), which is why I'm building my own.
I think it's easy for websites to just say "if you are concerned, see a doctor" but I also believe that to be the problem. Obviously, if it were costless (time, money, opportunity cost) people would go see a doctor, but they in reality are weighing those costs. We'd like to make it easy for people to weight the risk vs. the benefits of seeing a doctor.
Moreover, for too many people "seeing a doctor" means going straight to the ER. There they wait for 4 hours (nat'l average) and are frequently told to follow-up with a doc anyway. We want to let others know that there are other options (eg urgent care centers) and let them know when such care is clinically indicated.
As a doctor I think it is a great idea and I think there are many sources of automation that haven't been implemented in health care yet.
Learning medicine is all about learning diagnostic algorithms
Learning medicine is all about learning diagnostic algorithms
We're Hopkins med students with a new startup. Would love to hear your feedback.
http://symcat.com/conditions/lumbago does not seem correct to me. I typed back pain and got linked to "I may have lumbago" which talks about mastectomy.
Should be fixed now. Thanks for letting me know!
I just had my appendix taken out a few weeks ago and I tested this out with my symptoms, but it said that I had a 0% chance of appendicitis. I went to the appendicitis page and added two of the recommended ones (fever and bloated abdomen) but it only raised it to 1%!
Granted, appendicitis is pretty rare but I would've expected something higher.
On the plus side, it would've coached me towards Diverticulitis with a "Call 911 and go to the emergency room now" which would've led me to the right place/right conclusion (at one point when I was in pain, I'd thought I'd sleep on it but decided against it -- lucky for me, I didn't and went right to the hospital ... when I got there, they said it was about to burst.)
Granted, appendicitis is pretty rare but I would've expected something higher.
On the plus side, it would've coached me towards Diverticulitis with a "Call 911 and go to the emergency room now" which would've led me to the right place/right conclusion (at one point when I was in pain, I'd thought I'd sleep on it but decided against it -- lucky for me, I didn't and went right to the hospital ... when I got there, they said it was about to burst.)
This should be targeted toward two groups: doctors (site) and EHR vendors (API). I also think you should get some expertise involved sooner rather than later. Do a serious search and find some docs, including all the major specialties, that are both good at their jobs and sympathetic to your goals. No armchair MD's, use clinicians.
I have a side gig helping docs transition to EHRs. I started by helping an immunologist family member back in 2003. She's on her second EHR now. So far, her transitions have been the first and second most difficult of the bunch.
Right now it looks like SymCAT has the same problem as every EHR I've seen: the immunology side of allergy/immunology must be considered explicitly in your design, or the system will never work well. In immunology, you get weird sets of symptoms, you get multiple problems presenting, you get unusual systemic interactions and feedback loops.
For example, I just cruised through a few of the signs a less articulate person (not a medical pro) with common variable immunodeficiency might mention, along with a history of asthma. When I also include my "itchy scalp" (because you offered it in the "related" section) a bunch of potential diagnoses are excluded. None of them were correct, but a few were on the right track.
You're asking people to come up with their own symptoms and have a clue about which terminology will work. In practice, a big portion of the difference between a good doc and a mediocre/bad doc is the ability to construct a usable history from poor reporting. Via interview. Patients often do not have the tools to make connections (or ignore them) between symptoms.
That said, good luck. It's a great problem. If you get this right, it will be huge. Again, I'd encourage a public side for marketing and a different kind of input, but put your money on licensing.
I have a side gig helping docs transition to EHRs. I started by helping an immunologist family member back in 2003. She's on her second EHR now. So far, her transitions have been the first and second most difficult of the bunch.
Right now it looks like SymCAT has the same problem as every EHR I've seen: the immunology side of allergy/immunology must be considered explicitly in your design, or the system will never work well. In immunology, you get weird sets of symptoms, you get multiple problems presenting, you get unusual systemic interactions and feedback loops.
For example, I just cruised through a few of the signs a less articulate person (not a medical pro) with common variable immunodeficiency might mention, along with a history of asthma. When I also include my "itchy scalp" (because you offered it in the "related" section) a bunch of potential diagnoses are excluded. None of them were correct, but a few were on the right track.
You're asking people to come up with their own symptoms and have a clue about which terminology will work. In practice, a big portion of the difference between a good doc and a mediocre/bad doc is the ability to construct a usable history from poor reporting. Via interview. Patients often do not have the tools to make connections (or ignore them) between symptoms.
That said, good luck. It's a great problem. If you get this right, it will be huge. Again, I'd encourage a public side for marketing and a different kind of input, but put your money on licensing.
Thanks for the suggestions! We are fortunate to have some great advisors including practicing physicians, medical informatics specialists, and health care entrepreneurs. We're part of Blueprint Health, a TechStars-affiliated health startup accelerator.
You point to a challenge for any patient-facing patient decision aid -- getting the language right. We are building on the work of the U of Utah and building a robust consumer health vocabulary based on query data.
You point to a challenge for any patient-facing patient decision aid -- getting the language right. We are building on the work of the U of Utah and building a robust consumer health vocabulary based on query data.
Great! Sorry for adversarial tone; working in/around a lousy template implementation today.
https://twitter.com/aheadresearch doesn't seem to exist.
https://twitter.com/aheadresearch doesn't seem to exist.
Hoo boy, thanks for catching that! Was wondering why we weren't getting any follows. Fixed now.
Still not fixed as far as I can tell.
I'm sure that there is a great service behind this link, but I completely ignored it at first because of the "your doctor doesn't want you to see this" message. Seems like the acai (sp?) berry ads that are scattered all over the internet.
Haha. My co-founder and I went back and forth about the right message for our HN title. I completely agree with you but he won the argument. Does anyone know of a good A/B testing site for HN titles? ;)
I also ignored this at first because of the title.
It's a good title for gossip newspapers. It's not good for HN.
It's a good title for gossip newspapers. It's not good for HN.
I think its worthwhile to add some more self-consistency tests to this thing.
You can enter symptoms in the first question, and then move on to the second question. At this point, regardless of the timing selected, some of the symptoms drop off.
In my case, at the end, "What are my chances of having..." reported 0% for the correct diagnosis. This is not good.
What is worse: the condition is in your database and described perfectly there, including the details that would allow for a correct diagnosis.
Did you try starting from each condition, and measuring how often you get the diagnosis right? Correcting for the prevalence of each condition as needed - in my case its a common one so there didn't seem to by any reason not to get it right.
Also, it would be nice if the conditions page would tell you how often this condition happens (if needed by asking age group/sex).
You can enter symptoms in the first question, and then move on to the second question. At this point, regardless of the timing selected, some of the symptoms drop off.
In my case, at the end, "What are my chances of having..." reported 0% for the correct diagnosis. This is not good.
What is worse: the condition is in your database and described perfectly there, including the details that would allow for a correct diagnosis.
Did you try starting from each condition, and measuring how often you get the diagnosis right? Correcting for the prevalence of each condition as needed - in my case its a common one so there didn't seem to by any reason not to get it right.
Also, it would be nice if the conditions page would tell you how often this condition happens (if needed by asking age group/sex).
We did a standard 80/20 training/testing trial. We found that the correct diagnosis was in the top 5 of the generated possibilities 50% of the time.
What will be helpful is to update the algorithm from user input. I'd be interested in hearing about your particular case. We use symptom/disease prevalence in the calculations, so it is usually great at getting common conditions. Maybe you can leave a comment using the feedback form on the website and we can look into why it missed your diagnosis?
What will be helpful is to update the algorithm from user input. I'd be interested in hearing about your particular case. We use symptom/disease prevalence in the calculations, so it is usually great at getting common conditions. Maybe you can leave a comment using the feedback form on the website and we can look into why it missed your diagnosis?
I entered the HIV triad.
It didn't ask me if I was MSM and/or had unsafe sex previously. As such, there was no HIV seroconversion illness mentioned in the diagnosis list.
The recommendation (to see a professional) was correct.
It didn't ask me if I was MSM and/or had unsafe sex previously. As such, there was no HIV seroconversion illness mentioned in the diagnosis list.
The recommendation (to see a professional) was correct.
I think it needs a lot of work. The interface is nice but it's missing a lot of symptoms and rules. I think it is repeating expert system work that has probably already been done.
In it's final result it should make a mention of urgency in seeking healthcare and what to do in the meantime.
In it's final result it should make a mention of urgency in seeking healthcare and what to do in the meantime.
We'll be adding symptoms based on user input analysis and building out the symptom synonym engine.
True, there has been a lot of work in medical expert systems. DXPlain is an old one that tends to come up a lot in our conversations. We have several Hopkins medical informatics specialists advising us and I would say that our algorithm is novel.
Moreover, past attempts have attempted to codify a medical expert's knowledge (eg let's ask this smart doctor we know to determine disease prevalence). We calculated it from clinical data and can continue to learn as more people use it.
True, there has been a lot of work in medical expert systems. DXPlain is an old one that tends to come up a lot in our conversations. We have several Hopkins medical informatics specialists advising us and I would say that our algorithm is novel.
Moreover, past attempts have attempted to codify a medical expert's knowledge (eg let's ask this smart doctor we know to determine disease prevalence). We calculated it from clinical data and can continue to learn as more people use it.
Whats the algorithm here? This is pretty neat--the future of diagnosis.
design needs some work
design needs some work
Very cool, and good luck.
Who is the intended audience for the symptoms and conditions directories? Are the numbers next to the entries probabilities of having that symptom or condition for the general population?
And not that it's particularly important, but this entry doesn't seem correct: http://symcat.com/conditions/arsenic-poisoning (it discusses bacteria rather than the element).
Who is the intended audience for the symptoms and conditions directories? Are the numbers next to the entries probabilities of having that symptom or condition for the general population?
And not that it's particularly important, but this entry doesn't seem correct: http://symcat.com/conditions/arsenic-poisoning (it discusses bacteria rather than the element).
Thanks!
Honestly, Google. We need to make sure that it is easily indexed and understood by crawlers. Some med students have found it useful though.
Will fix it, thanks!
Honestly, Google. We need to make sure that it is easily indexed and understood by crawlers. Some med students have found it useful though.
Will fix it, thanks!
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The description of lumbago (low back pain) is mastectomy: http://symcat.com/conditions/lumbago
I would recommend allowing a person to add multiple symptoms up front on the landing page instead of just one. Requiring a postback and then having it to calculate the probabilities under "I may have" after entering only one symptom when the person already knows they plan on entering 2 or 3 more is a waste of resources on the system end as well as a significant delay on the user's end.
That's a fair suggestion. The question is if "rewarding" people with a list of diagnoses from just 1 symptom is worth the cost of resources. My fear is that in the process of having people enter an arbitrary number of symptoms and then having to click a "next" button, they will lose their interest, but we'll test that.
This is awesome! Looks like phone triage might be enjoying its last days. What inspired you to start this project?
We started working on this during our ER rotation and were surprised how many people were showing up concerned about things that were ultimately minor complaints (eg cough, sore throat). Many of them had no primary care doctor or just didn't know there were alternatives to the ER. Very little info on the Internet helps these people so we're trying to fill that gap.
This is cool, but to be fair, the Rogerian psychotherapist version of this has existed since 1965.
Combine this with Siri, and you have version 1.0 of the doctor for the Voyager (Star Trek)
There are some bugs. I looked up some mouth symptoms I had and the entry on Tooth Abscess talks only about depression:
http://symcat.com/conditions/tooth-abscess
Should be fixed now. Thanks!
Machine learning guy here. I'm curious: which AI model you chose on the back-end?
Thought I would mention in Mycin (http://en.wikipedia.org/wiki/Mycin) in the interest of completeness.
This is even worse than the GP I had in my teens. At least he recognised that my headache came from a primary headache condition, and wasn't Hay Fever.
For some reason I can't get to work in Firefox 10 or IE9 on Win7. Please tell me this is not another webkit only site.
We've tested on both of them. What's your error message? This may be a traffic-related problem...
I wasn't getting any error message but now I am. Must be traffic. Clearly there's a lot of interest.
"Application Error
An error occurred in the application and your page could not be served. Please try again in a few moments.
If you are the application owner, check your logs for details."
"Application Error
An error occurred in the application and your page could not be served. Please try again in a few moments.
If you are the application owner, check your logs for details."
I tried the site with some minor nuisances in my sit-upon. It thinks I have Crohn's Disease. This IS like Dr. House.
good work folks. keep it up
http://symptoms.webmd.com/coresc/landing#/introView
For example, I can click Arm -> Armpit -> Lump or Bulge and see the possible conditions.
Armpit doesn't even exist in your system. Which would be fine if I already knew how to self diagnose a swollen lymph node. Of course, if I didn't, I would still need a doctor to tell me what search term to use on your site.
I can understand if the system is early in development, but if it doesn't do anything for the layman why would my doctor care if I saw it?