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I am not a doctor, but I have visited many. With machine learning and big data analytics, I can see why machines can be better than 80% of the doctors out there

I am not a doctor, but I have visited many. With machine learning and big data analytics, I can see why machines can be better than 80% of the doctors out there. It may be possible for simple iPhone compatible devices to take the vitals, send the data to a web service, which returns a diagnostic that is more accurate than what most doctors can come up with. It is necessary to stir up the industry with bold statements. Go Vinod Khosla!

revelation 14y ago
Vitals are for monitoring you are vital. I'd think they have very little to no meaning for the majority of diagnoses a GP makes daily. There are many diagnostical tools where computer analysis can be tremendously helpful (like EKG), but most of these are very much out of the iPhone-accessory league.
- pragone 14y ago
  I know you were just giving an example, but any practitioner who relies on a computer to interpret an EKG is not one I would trust. Many times my own EKG interpretations are far, far more accurate than whatever the monitor thinks is wrong
  - neurotech1 14y ago
    Do you know a primary-care doctor who can properly interpret an EKG? Most can't beyond the basics. If it is for cardiac diagnostic purposes, then the recording is sent to a cardiologist for diagnosis. I have seen a room full of doctors with licenses and who are generally competent their in practice, who can't read an EEG either. They were not trained in medical school/residency to read an EEG and so their skill is limited. The neurologist with an EEG fellowship does the interpretation. This is after it is digitally processed by software that does the quantitative analysis. Note: I am not a physician, but I'm quite familiar with EEG technology including Quantitative EEG analysis.
    - robbiep 14y ago
      An EEG is a very different beast to an ECG. most CAN read an ECG up to a high level, higher than a computer anyway, because otherwise they would not pass med school. An EEG is a very different kettle of fish, and it should be noted, one with a very limited set of applications (ie diagnosis of epilepsy or advanced scientific reading of brainwaves for interpretation by computer to perform some function, eg)
      - natrius 14y ago
        Do you know how to read an EKG/ECG? If so, can you explain what is involved that computers are so bad at? Current systems may be worse than humans, but I don't see why that would still be the case in a decade or two.
        robbiep 14y ago
        Will try to reply to both of these - Natrius - yes but not perfectly - neurotech - Yes and no I would say... Although your cardiothoracic surgeon may still disagree, and mine (I am a med student and work closely with cardiothoracic surgeons) may disagree with me also - it is really about degree. I would disagree that you can find more information out by a stethescope although bloods, the 'clinical picture' (what the patient looks like when they walk/get wheeled through the door) and ECG will all generally contribute - a stethoscope will not tell you about a heart attack, and an ECG will not necessarily inform you of valve abnormalities which is what you are listening to (although you may detect things like ventricular hypertrophy that are caused by Aortic Stenosis etc) There is only so much useful information you can extract from an ECG. What I mean by this is that for the primary care physician, the information that you want to extract is: are they having a heart attack, do they have major electrolyte disturbances, do they have an abnormal rhythm that we need to shock them out of now; is there evidence of previous myocardial infarct? - these influence immediate management in the emergency room; if there are other abnormalities then if the problems are localised to the heart a cardiologist will generally be called, as, like any field, there is a significant degree of specialisation once you move beyond the specifics. Natrius: what is a computer bad at? I'll try and explain as best I know how: 1st Degree heart block? Easy (P wave more than 200ms) 2nd degree heart block? again, fairly easy. just a matter of timing. computers can handle this easily as well as it is simply a measure of difference between 2 different amplitudes. 3rd degree heart block, again, pretty straight foreward. Myocardial Infarct (heart attack) and ischaemia: relatively straightforward for a computer and human to read as there are 'voltage criteria' that determine if the heart is starved of oxygen or not; basically to do with the time for repolarisation of the heart muscle in the presence of 0 oxygen. Systolic Tachycardias - straightforward and easy to see just vusually. Same with ventricular tachycardias. Various electrolyte abnormalities - get a bit more difficult. different waves start to blend into each other. These can be quite non-specific and can mimic other abnormalities. Partially this is because they cause such strange changes to the electrical activity in the heart, which changes the de/repolarisation of the muscle, which changes the look of the electrical activity. also, shifts in one electrolyte will often lead to shifts in others, which further muddies the waters. In general, The easy stuff (based on voltage criteria, times between peaks and troughs) etc is relatively well handled by computers; some aberrant rhythms trick them, and electrolyte changes or waves that look as if they are abnormal give the computer nowhere to go - it doesn't know what to call it so calls it 'abnormal rhythm' - basically it would be up to the clinician to combine the clinical picture, ECG and blood results to get a diagnosis and correct. additionally, ECG readings and interpretation may be complicated by previous infarcts, chest wall deformities, 'dextrocardia' - heart on the other side of the chest; about 1:10,000, and incorrect lead placement.. Can it be improved? Sure. In fact there are some studies that suggest that it might even be possible to predict heart attacks from fractal analysis of ECGs several days out from the actual event (this is kind of like fractal analysis of earthquakes and I know very little about it... neurotech you may perhaps know about some of this when used with EEGs? I have heard it is useful there too) hope this helps your understanding
  - natrius 14y ago
    All this indicates is that the monitors aren't good enough yet. My understanding is that EKG interpretations are a function of rules and probability. Computers do those things well. What are you adding that computers can't? Experience? That's probability.

revelation 14y ago

Vitals are for monitoring you are vital. I'd think they have very little to no meaning for the majority of diagnoses a GP makes daily. There are many diagnostical tools where computer analysis can be tremendously helpful (like EKG), but most of these are very much out of the iPhone-accessory league.

pragone 14y ago
I know you were just giving an example, but any practitioner who relies on a computer to interpret an EKG is not one I would trust. Many times my own EKG interpretations are far, far more accurate than whatever the monitor thinks is wrong
- neurotech1 14y ago
  Do you know a primary-care doctor who can properly interpret an EKG? Most can't beyond the basics. If it is for cardiac diagnostic purposes, then the recording is sent to a cardiologist for diagnosis. I have seen a room full of doctors with licenses and who are generally competent their in practice, who can't read an EEG either. They were not trained in medical school/residency to read an EEG and so their skill is limited. The neurologist with an EEG fellowship does the interpretation. This is after it is digitally processed by software that does the quantitative analysis. Note: I am not a physician, but I'm quite familiar with EEG technology including Quantitative EEG analysis.
  - robbiep 14y ago
    An EEG is a very different beast to an ECG. most CAN read an ECG up to a high level, higher than a computer anyway, because otherwise they would not pass med school. An EEG is a very different kettle of fish, and it should be noted, one with a very limited set of applications (ie diagnosis of epilepsy or advanced scientific reading of brainwaves for interpretation by computer to perform some function, eg)
    - natrius 14y ago
      Do you know how to read an EKG/ECG? If so, can you explain what is involved that computers are so bad at? Current systems may be worse than humans, but I don't see why that would still be the case in a decade or two.
      - robbiep 14y ago
        Will try to reply to both of these - Natrius - yes but not perfectly - neurotech - Yes and no I would say... Although your cardiothoracic surgeon may still disagree, and mine (I am a med student and work closely with cardiothoracic surgeons) may disagree with me also - it is really about degree. I would disagree that you can find more information out by a stethescope although bloods, the 'clinical picture' (what the patient looks like when they walk/get wheeled through the door) and ECG will all generally contribute - a stethoscope will not tell you about a heart attack, and an ECG will not necessarily inform you of valve abnormalities which is what you are listening to (although you may detect things like ventricular hypertrophy that are caused by Aortic Stenosis etc) There is only so much useful information you can extract from an ECG. What I mean by this is that for the primary care physician, the information that you want to extract is: are they having a heart attack, do they have major electrolyte disturbances, do they have an abnormal rhythm that we need to shock them out of now; is there evidence of previous myocardial infarct? - these influence immediate management in the emergency room; if there are other abnormalities then if the problems are localised to the heart a cardiologist will generally be called, as, like any field, there is a significant degree of specialisation once you move beyond the specifics. Natrius: what is a computer bad at? I'll try and explain as best I know how: 1st Degree heart block? Easy (P wave more than 200ms) 2nd degree heart block? again, fairly easy. just a matter of timing. computers can handle this easily as well as it is simply a measure of difference between 2 different amplitudes. 3rd degree heart block, again, pretty straight foreward. Myocardial Infarct (heart attack) and ischaemia: relatively straightforward for a computer and human to read as there are 'voltage criteria' that determine if the heart is starved of oxygen or not; basically to do with the time for repolarisation of the heart muscle in the presence of 0 oxygen. Systolic Tachycardias - straightforward and easy to see just vusually. Same with ventricular tachycardias. Various electrolyte abnormalities - get a bit more difficult. different waves start to blend into each other. These can be quite non-specific and can mimic other abnormalities. Partially this is because they cause such strange changes to the electrical activity in the heart, which changes the de/repolarisation of the muscle, which changes the look of the electrical activity. also, shifts in one electrolyte will often lead to shifts in others, which further muddies the waters. In general, The easy stuff (based on voltage criteria, times between peaks and troughs) etc is relatively well handled by computers; some aberrant rhythms trick them, and electrolyte changes or waves that look as if they are abnormal give the computer nowhere to go - it doesn't know what to call it so calls it 'abnormal rhythm' - basically it would be up to the clinician to combine the clinical picture, ECG and blood results to get a diagnosis and correct. additionally, ECG readings and interpretation may be complicated by previous infarcts, chest wall deformities, 'dextrocardia' - heart on the other side of the chest; about 1:10,000, and incorrect lead placement.. Can it be improved? Sure. In fact there are some studies that suggest that it might even be possible to predict heart attacks from fractal analysis of ECGs several days out from the actual event (this is kind of like fractal analysis of earthquakes and I know very little about it... neurotech you may perhaps know about some of this when used with EEGs? I have heard it is useful there too) hope this helps your understanding
- natrius 14y ago
  All this indicates is that the monitors aren't good enough yet. My understanding is that EKG interpretations are a function of rules and probability. Computers do those things well. What are you adding that computers can't? Experience? That's probability.