Nice post Anoop. I'd be happy to get involved via FCI.

@Ian McNicoll <[email protected]> thanks for the papers, very useful.

--

Dr Paul Miller

MBCHB MRCGP FFCI DRCOG DMI
Glenburn Medical Practice
Fairway Avenue
Paisley
PA2 8DX
Tel: 0141 884 7788

http://www.glenburnsurgery.scot.nhs.uk/



Clinical Lead

NES Digital Service

https://nds.nes.digital/



Mobile: +44 7711 346 928

Twitter: @docpaulmiller


On Fri, 28 Jun 2019 at 18:06, Shah, Anoop <[email protected]> wrote:

> Lots of interesting thoughts and perspectives here!
>
> In the NHS there is the added complexity that primary care and secondary
> care are different organisations, each maintaining their own patient
> records (with responsibility for maintaining accuracy), and even if it were
> possible for them to share the same problem list, it would be unclear who
> would be responsible for curating it.
>
> I have been working on a project to try to scope out this area and produce
> guidance for improving problem and diagnosis recording. The project is led
> by the Professional Record Standards Body and the Royal College of
> Physicians Health Informatics Unit, and our report should be published in a
> couple of months (I can send the draft to anyone who is interested).
>
> Personally I think that terminology ('problem' or 'diagnosis') can be
> confusing. In my understanding there is a concept of an evaluation which
> represents the clinical understanding of a fact about a patient
> ('condition', 'diagnosis', 'sign', 'symptom', 'problem'). This is generally
> similar among all clinicians (although some may be interested in more
> detail than others), but can change over time either because the patient's
> condition changes or the clinical understanding of the condition changes.
> This is distinct from the 'problem attribute' of an entry in a problem
> list, which is a statement of its importance to healthcare task planning
> (e.g. whether the problem is active or inactive, major or minor, high or
> low priority), and can legitimately vary between clinical specialties
> according to their particular focus.
>
> The task for the EHR is to present the list of patient's problems in a way
> that facilitates clinical decision making. This may be through the coded
> problem titles (e.g. diabetes is always important for every clinician to
> know about, a common cold is unimportant after X months), concurrent
> prescriptions (e.g. gastro-oesophageal reflux is considered active as long
> as the patient is prescribed antacid medication), explicit manually created
> problem links (e.g. shortness of breath is due to heart failure,
> amitryptiline was started because of pain), and explicit manual problem
> attributes (e.g. the GP has marked osteoarthritis as a major active
> problem).
>
> Without any problem attributes the system should ideally be able to
> present a useful list by using problem attributes inherited from the code.
> However, creating the 'problem profiles' associated with diagnosis codes
> requires thought and broad consensus among clinicians, and is a major piece
> of work. But I think it is necessary in order to be able to reap the
> benefits of coding for clinical usability of systems. In parallel a change
> is needed in the way clinicians use problem lists, with a focus on trying
> to refine and improve the problem list with each consultation so that it
> becomes more precise and accurate over time.
>
> Going forward we want to develop more thinking in this area through the
> Faculty of Clinical Informatics in the UK, and it would be good to hear
> from anyone who would like to get involved.
>
> Thank you,
>
> Anoop
>
> ---
>
> Dr Anoop D. Shah
> Clinical Lecturer, UCL Institute of Health Informatics
> THIS Institute Postdoctoral Fellow
> Honorary Consultant in Clinical Pharmacology and General Medicine,
> University College London Hospitals NHS Trust
>
> Room 403, Institute of Health Informatics, University College London, 222 
> Euston Road
> London, NW1 2DA
>
> Email: [email protected] / [email protected]
> Mobile: +44 (0)78 7676 7478
> Website: https://www.ucl.ac.uk/health-informatics
>  <https://www.hdruk.ac.uk/>
>
>
> ________________________________________
> From: openEHR-clinical <[email protected]> on
> behalf of [email protected] <
> [email protected]>
> Sent: 28 June 2019 12:09
> To: [email protected]
> Subject: openEHR-clinical Digest, Vol 81, Issue 19
>
> Send openEHR-clinical mailing list submissions to
>         [email protected]
>
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> Today's Topics:
>
>    1. Re: Problem orientation in OpenEHR (Paul Miller)
>    2. Re: Problem orientation in OpenEHR (Ian McNicoll)
>
>
> ----------------------------------------------------------------------
>
> Message: 1
> Date: Fri, 28 Jun 2019 10:48:06 +0100
> From: Paul Miller <[email protected]>
> To: For openEHR clinical discussions
>         <[email protected]>
> Subject: Re: Problem orientation in OpenEHR
> Message-ID:
>         <
> ca+owoyqjmh_d72et3bhs6p53tkyo6_rzwhzxz-qnrtqry-c...@mail.gmail.com>
> Content-Type: text/plain; charset="utf-8"
>
> Enjoying this thread but also finding it a challenge!
>
> In my experience the load required to maintain a POMR is significant, as
> Heather points out, and thus it is often not done at all or done well and
> maybe Marcus's suggestion of 'tagging' is simply a UI method for making it
> easier to do, but it does not really solve much more.
>
> One of the problems here is that the medical profession has never agreed
> what it means by POMR in respect of EHRs and implementations vary
> significantly in different EHR systems, perhaps analogous the the diversity
> of clinical information models in silo-ed systems than the openEHR approach
> sorts.
>
> Tagging could be helpful metaphor but I think the magic would lie in
> defining / agreeing what the LINK types were - 'caused by', 'to
> investigate', 'prescribed for'??? Dunno -  would need some work, but that
> would then allow people to view the data in more logical and useful ways.
>
> Getting people to maintain all that is probably impossible, even with super
> UI, so probably we would need to find clever ways to automate it - but
> inevitably it will need some level of manual curation.
>
> I maybe don't quite understand yet the approach Thomas suggests for SOAP
> persistence. In my head SOAP is a way of structuring an encounter (not
> modelling a 'problem'), and various other such encounter headings are
> present in other EHRs. Thus I think any encounter recorded in a SOAP
> structure may relate to a 'problem', but not actually be the definition of
> the problem itself. Although if an initial encounter record using SOAP or
> whatever was persisted and curated I can see how that may build a
> meaningful set of links, although still not sure we have the 'Problem'
> defined there?
>
> Paul
>
>
> --
>
> Dr Paul Miller
>
> MBCHB MRCGP FFCI DRCOG DMI
> Glenburn Medical Practice
> Fairway Avenue
> Paisley
> PA2 8DX
> Tel: 0141 884 7788
>
>
> https://eur01.safelinks.protection.outlook.com/?url=http%3A%2F%2Fwww.glenburnsurgery.scot.nhs.uk%2F&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532391300&amp;sdata=umFiKWXdKedVekiaLYDUTzujOayBSvD1H0nj5AfVWwE%3D&amp;reserved=0
>
>
>
> Clinical Lead
>
> NES Digital Service
>
>
> https://eur01.safelinks.protection.outlook.com/?url=https%3A%2F%2Fnds.nes.digital%2F&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532401308&amp;sdata=qUBOY%2FrnhqLXWw4K28Qr0H2SZHOx02tVI%2BQFjsCdppI%3D&amp;reserved=0
>
>
>
> Mobile: +44 7711 346 928
>
> Twitter: @docpaulmiller
>
>
> On Fri, 28 Jun 2019 at 02:58, Heather Leslie <
> [email protected]> wrote:
>
> > Great discussion.
> >
> >
> >
> > I think there are semantic issues at play here as well ? the POMR use of
> > ?problem? vs the ?Problem??Diagnosis continuum? that is used as part of
> > the conclusion to a consult etc. Problems are problematic! Add in Contsys
> > and then we start to get into tricky territory.
> >
> >
> >
> > In my discussions over the years, I think Ian?s view is closest to mine.
> > And in a world where the reality of getting up-to-date Medication Lists
> or
> > Problem lists of raw/real problems, diagnoses and procedures is not easy,
> > the notion of the synthesised, coordinated, connected POMR Problems seems
> > like a distant pipe dream.
> >
> >
> >
> > The openEHR LINKs nicely allow for Marcus? and Richard?s dreams of
> > connecting items in the health record.
> >
> >
> >
> > But imagine curating this for each of our patients with chronic disease ?
> > time and lack of funding will crush it in most clinical environments as
> > they stand at the moment.
> >
> >
> >
> > But let?s keep dreaming and planning. If we can put the building blocks
> in
> > place, and there are many that are ready to go within openEHR now, with
> > CDS, smart UI, AI etc maybe much of this could be automated, or at least
> > collated presented to a clinician for verification.
> >
> >
> >
> > Regards
> >
> >
> >
> > Heather
> >
> >
> >
> > *From:* openEHR-clinical <[email protected]>
> *On
> > Behalf Of *[email protected]
> > *Sent:* Friday, 28 June 2019 10:04 AM
> > *To:* For openEHR clinical discussions <
> [email protected]
> > >
> > *Subject:* Re: Problem orientation in OpenEHR
> >
> >
> >
> > Thanks for all the responses
> >
> > I guess I see "problem" as a high level construct, decided by an expert
> > clinician as a way of "coding" the client's various ongoing, significant
> > issues in a way that is relevant to management. It could be a formal
> > diagnosis like Diabetes or a less structured problem like "smoker". I am
> > not sure how this could be coded in a consistent way - the definition of
> a
> > problem can be quite subjective and in general it is the task of a
> > sophisticated clinician. Short term issues like "Upper respiratory tract
> > infection" or even "abscess" would not normally be defined as problems in
> > my practice.
> >
> > I agree with Marcus on the understanding - I have struggled with the
> whole
> > concept of OpenEHR for a long time as a sophisticated clinician and
> perhaps
> > somewhat less sophisticated IT enthusiast. I see it as a data modelling
> > system accessible to clinicians to allow computable models - which in
> turn
> > will allow decision support.
> >
> > But I think the "problem" concept ids an important one
> >
> > Perhaps we should relax a bit - allow the clinician to create problems at
> > their discretion which are not necessarily connected to other elements of
> > the record. This is effectively how it works now.
> >
> > R
> >
> >
> > ----- Original Message -----
> >
> > *From:*
> >
> > "For openEHR clinical discussions" <[email protected]>
> >
> >
> >
> > *To:*
> >
> > <[email protected]>
> >
> > *Cc:*
> >
> >
> >
> > *Sent:*
> >
> > Thu, 27 Jun 2019 17:05:35 -0300
> >
> > *Subject:*
> >
> > Re: Problem orientation in OpenEHR
> >
> > In a slightly roundabout way, Links from Problem-SOAP Compositiions to
> > Entries committed at other times is essentially the equivalent of
> tagging,
> > and indeed the UI could easily be built to make it look exactly like
> > tagging, by presenting a list of existing SOAP note problem names, and
> the
> > 'tag this under problem X' action would create the relevant Link.
> >
> > Literal tagging causes some issues in versioned, medico-legal EHRs,
> > because you are updating the link target, not the logical link source,
> when
> > there is nothing changing in the target.
> >
> > it seems to me we should think a bit more about (?semi-)persistent SOAP
> > Compositions, and maybe a related micro-service to make it easy to do
> > logical tagging that actually does the correct linking...
> >
> > - thomas
> >
> > On 27/06/2019 16:33, Marcus Baw wrote:
> >
> > If I wanted to solve POMR in a simple way without repetition, I'd use
> > Tagging
> >
> > You'd tag anything relevant to the Problem with that problem's Tag, you
> > index by Tags too, in a background job
> >
> > Then when searching by Problem you get all entries Tagged as relevant.
> >
> > M
> >
> >
> >
> > On Thu, 27 Jun 2019 at 19:32, Gunnar Klein <[email protected]>
> wrote:
> >
> > I do agree pomr has an important role in primary care and I like the
> > proposal of Thomas to manage it in openEHR. I am not sure why pomr never
> > took on in hospitals. Larry Weeds idea was not restricted to primary
> care.
> >
> >
> >
> > Gunnar Klein, GP an professor of health informatics
> >
> >
> >
> > _______________________________________________
> > openEHR-clinical mailing list
> > [email protected]
> >
> >
> https://eur01.safelinks.protection.outlook.com/?url=http%3A%2F%2Flists.openehr.org%2Fmailman%2Flistinfo%2Fopenehr-clinical_lists.openehr.org&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532401308&amp;sdata=mSG5dCHbdDAKk5tMBCyt7lmLHMJqe4bCF8jam78vAJw%3D&amp;reserved=0
> >
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>
> ------------------------------
>
> Message: 2
> Date: Fri, 28 Jun 2019 12:07:48 +0100
> From: Ian McNicoll <[email protected]>
> To: For openEHR clinical discussions
>         <[email protected]>
> Subject: Re: Problem orientation in OpenEHR
> Message-ID:
>         <
> cag-n1kwpzsmik83p9aaec8ykcrw8rgblbtsgqugcxoyntzh...@mail.gmail.com>
> Content-Type: text/plain; charset="utf-8"
>
> Hi Paul,
>
> Indeed confusing but that just reflects real-world complexity.
>
> It is important not to mix up SOAP and POMR Problem lists , though both
> were Larry Weed's invention. I used both in clinical practice.
>
> SOAP is a way of organising information during a single consultation
> Subjective, Objective, Assessment, Plan.
>
> POMR Problem Lists is a way of organising problems/diagnoses across
> multiple consultations or other patient contacts.
>
> As part of SOAP style data-entry the Assessment part might well contain a
> Diagnosis/Problem entry which may (but may not) appear on the POMR Problem
> list. Ideally linked back to the original consultation. Problem Lists may
> be flat and have simple attributes like inactive/active major/minor but may
> have much more complex nesting to reflect condition grouping, process
> groupings, temporal groupings.
>
> Some systems in the UK and Netherlands are entirely Problem driven i.e. for
> every new consultation the clinician must allocate it to an existing
> problem header or create a new one.
>
> And in non-primary care settings it is common to see Contextual Problem
> lists - Care plans, Outpatient consults, Speciality Problem lists e.g Renal
> medicine.
>
> https://eur01.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.archetextur.es%2Fdiagnosing-the-contextual-problem-list%2F%3Fno-cache%3D1&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532401308&amp;sdata=iaPu73tW8ahakeErhvFgx0Gu8dz8WF5KkXR3fYFy6nY%3D&amp;reserved=0
>
> Some stuff I wrote here
>
> https://eur01.safelinks.protection.outlook.com/?url=https%3A%2F%2Fopenehr.atlassian.net%2Fwiki%2Fspaces%2Fhealthmod%2Fpages%2F2949176%2FProblem%2BIssue%2BDiagnosis%2Band%2BConcern%3FfocusedCommentId%3D2949237&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532401308&amp;sdata=i%2FPt8blPd4OZyW%2FMBMZIf1PsZ11B8%2BfXFFfoHiRycWk%3D&amp;reserved=0
>
> and one of the best papers is
>
> https://eur01.safelinks.protection.outlook.com/?url=http%3A%2F%2Fwww.differance-engine.net%2Fchirad%2Fhealthrecords2007%2FThe%2520Problem%2520Oriented%2520Medical%2520Record.doc&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532401308&amp;sdata=z6IHn8fw6%2BxcTho%2Fh9EQddMKEocJZ9HiZ5cZepa3kwc%3D&amp;reserved=0
>
> Ian
>
> Dr Ian McNicoll
> mobile +44 (0)775 209 7859
> office +44 (0)1536 414994
> skype: ianmcnicoll
> email: [email protected]
> twitter: @ianmcnicoll
>
>
>
> Director, freshEHR Clinical Informatics Ltd.
> CCIO inidus Ltd. [email protected]
> Co-Chair, openEHR Foundation [email protected]
> Hon. Senior Research Associate, CHIME, UCL
>
>
> On Fri, 28 Jun 2019 at 10:48, Paul Miller <[email protected]> wrote:
>
> > Enjoying this thread but also finding it a challenge!
> >
> > In my experience the load required to maintain a POMR is significant, as
> > Heather points out, and thus it is often not done at all or done well and
> > maybe Marcus's suggestion of 'tagging' is simply a UI method for making
> it
> > easier to do, but it does not really solve much more.
> >
> > One of the problems here is that the medical profession has never agreed
> > what it means by POMR in respect of EHRs and implementations vary
> > significantly in different EHR systems, perhaps analogous the the
> diversity
> > of clinical information models in silo-ed systems than the openEHR
> approach
> > sorts.
> >
> > Tagging could be helpful metaphor but I think the magic would lie in
> > defining / agreeing what the LINK types were - 'caused by', 'to
> > investigate', 'prescribed for'??? Dunno -  would need some work, but that
> > would then allow people to view the data in more logical and useful ways.
> >
> > Getting people to maintain all that is probably impossible, even with
> > super UI, so probably we would need to find clever ways to automate it -
> > but inevitably it will need some level of manual curation.
> >
> > I maybe don't quite understand yet the approach Thomas suggests for SOAP
> > persistence. In my head SOAP is a way of structuring an encounter (not
> > modelling a 'problem'), and various other such encounter headings are
> > present in other EHRs. Thus I think any encounter recorded in a SOAP
> > structure may relate to a 'problem', but not actually be the definition
> of
> > the problem itself. Although if an initial encounter record using SOAP or
> > whatever was persisted and curated I can see how that may build a
> > meaningful set of links, although still not sure we have the 'Problem'
> > defined there?
> >
> > Paul
> >
> >
> > --
> >
> > Dr Paul Miller
> >
> > MBCHB MRCGP FFCI DRCOG DMI
> > Glenburn Medical Practice
> > Fairway Avenue
> > Paisley
> > PA2 8DX
> > Tel: 0141 884 7788
> >
> >
> https://eur01.safelinks.protection.outlook.com/?url=http%3A%2F%2Fwww.glenburnsurgery.scot.nhs.uk%2F&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532401308&amp;sdata=TrNGtlCs3FpjLf4pL3H1xVHJzx3dg22%2FtqC2FX6Emys%3D&amp;reserved=0
> >
> >
> >
> > Clinical Lead
> >
> > NES Digital Service
> >
> >
> https://eur01.safelinks.protection.outlook.com/?url=https%3A%2F%2Fnds.nes.digital%2F&amp;data=02%7C01%7C%7Cd74c790266144f0784d708d6fbb90c4b%7C1faf88fea9984c5b93c9210a11d9a5c2%7C0%7C1%7C636973169532401308&amp;sdata=qUBOY%2FrnhqLXWw4K28Qr0H2SZHOx02tVI%2BQFjsCdppI%3D&amp;reserved=0
> >
> >
> >
> > Mobile: +44 7711 346 928
> >
> > Twitter: @docpaulmiller
> >
> >
> > On Fri, 28 Jun 2019 at 02:58, Heather Leslie <
> > [email protected]> wrote:
> >
> >> Great discussion.
> >>
> >>
> >>
> >> I think there are semantic issues at play here as well ? the POMR use of
> >> ?problem? vs the ?Problem??Diagnosis continuum? that is used as part of
> >> the conclusion to a consult etc. Problems are problematic! Add in
> Contsys
> >> and then we start to get into tricky territory.
> >>
> >>
> >>
> >> In my discussions over the years, I think Ian?s view is closest to mine.
> >> And in a world where the reality of getting up-to-date Medication Lists
> or
> >> Problem lists of raw/real problems, diagnoses and procedures is not
> easy,
> >> the notion of the synthesised, coordinated, connected POMR Problems
> seems
> >> like a distant pipe dream.
> >>
> >>
> >>
> >> The openEHR LINKs nicely allow for Marcus? and Richard?s dreams of
> >> connecting items in the health record.
> >>
> >>
> >>
> >> But imagine curating this for each of our patients with chronic disease
> ?
> >> time and lack of funding will crush it in most clinical environments as
> >> they stand at the moment.
> >>
> >>
> >>
> >> But let?s keep dreaming and planning. If we can put the building blocks
> >> in place, and there are many that are ready to go within openEHR now,
> with
> >> CDS, smart UI, AI etc maybe much of this could be automated, or at least
> >> collated presented to a clinician for verification.
> >>
> >>
> >>
> >> Regards
> >>
> >>
> >>
> >> Heather
> >>
> >>
> >>
> >> *From:* openEHR-clinical <[email protected]>
> *On
> >> Behalf Of *[email protected]
> >> *Sent:* Friday, 28 June 2019 10:04 AM
> >> *To:* For openEHR clinical discussions <
> >> [email protected]>
> >> *Subject:* Re: Problem orientation in OpenEHR
> >>
> >>
> >>
> >> Thanks for all the responses
> >>
> >> I guess I see "problem" as a high level construct, decided by an expert
> >> clinician as a way of "coding" the client's various ongoing, significant
> >> issues in a way that is relevant to management. It could be a formal
> >> diagnosis like Diabetes or a less structured problem like "smoker". I am
> >> not sure how this could be coded in a consistent way - the definition
> of a
> >> problem can be quite subjective and in general it is the task of a
> >> sophisticated clinician. Short term issues like "Upper respiratory tract
> >> infection" or even "abscess" would not normally be defined as problems
> in
> >> my practice.
> >>
> >> I agree with Marcus on the understanding - I have struggled with the
> >> whole concept of OpenEHR for a long time as a sophisticated clinician
> and
> >> perhaps somewhat less sophisticated IT enthusiast. I see it as a data
> >> modelling system accessible to clinicians to allow computable models -
> >> which in turn will allow decision support.
> >>
> >> But I think the "problem" concept ids an important one
> >>
> >> Perhaps we should relax a bit - allow the clinician to create problems
> at
> >> their discretion which are not necessarily connected to other elements
> of
> >> the record. This is effectively how it works now.
> >>
> >> R
> >>
> >>
> >> ----- Original Message -----
> >>
> >> *From:*
> >>
> >> "For openEHR clinical discussions" <[email protected]>
> >>
> >>
> >>
> >> *To:*
> >>
> >> <[email protected]>
> >>
> >> *Cc:*
> >>
> >>
> >>
> >> *Sent:*
> >>
> >> Thu, 27 Jun 2019 17:05:35 -0300
> >>
> >> *Subject:*
> >>
> >> Re: Problem orientation in OpenEHR
> >>
> >> In a slightly roundabout way, Links from Problem-SOAP Compositiions to
> >> Entries committed at other times is essentially the equivalent of
> tagging,
> >> and indeed the UI could easily be built to make it look exactly like
> >> tagging, by presenting a list of existing SOAP note problem names, and
> the
> >> 'tag this under problem X' action would create the relevant Link.
> >>
> >> Literal tagging causes some issues in versioned, medico-legal EHRs,
> >> because you are updating the link target, not the logical link source,
> when
> >> there is nothing changing in the target.
> >>
> >> it seems to me we should think a bit more about (?semi-)persistent SOAP
> >> Compositions, and maybe a related micro-service to make it easy to do
> >> logical tagging that actually does the correct linking...
> >>
> >> - thomas
> >>
> >> On 27/06/2019 16:33, Marcus Baw wrote:
> >>
> >> If I wanted to solve POMR in a simple way without repetition, I'd use
> >> Tagging
> >>
> >> You'd tag anything relevant to the Problem with that problem's Tag, you
> >> index by Tags too, in a background job
> >>
> >> Then when searching by Problem you get all entries Tagged as relevant.
> >>
> >> M
> >>
> >>
> >>
> >> On Thu, 27 Jun 2019 at 19:32, Gunnar Klein <[email protected]>
> >> wrote:
> >>
> >> I do agree pomr has an important role in primary care and I like the
> >> proposal of Thomas to manage it in openEHR. I am not sure why pomr never
> >> took on in hospitals. Larry Weeds idea was not restricted to primary
> care.
> >>
> >>
> >>
> >> Gunnar Klein, GP an professor of health informatics
> >>
> >>
> >>
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> >>
> >>
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