Monday 24 August 2020

Reducing Overprescription with Psychology based Interventions

Pedro Rey






There exits consensus about drug overprescription having become a significant public health problem, both for its health effects and for its budgetary repercussions. The case of the opioid "epidemic" in the United States frequently comes under scrutiny. We must not forget the abuse of benzodiazepines (especially) during hospital treatment or the loss of efficacy of antibiotics due to the development and selection of bacteria that developed resistance due to improper and excessive use. Traditional methods of combating these problems have been to try to educate both the medical profession and patients, to train prescribers or to review prescribing practices and create automated alert systems. However, although in some cases these measures have been relatively successful in the short term, they have also been shown to be not cost-effective, to lose efficacy in the medium term, and to be challenging to transfer to significant interventions.

Behavioural science aims to understand the personal reasons behind the individual who exercises or suffers from over-prescription to offer cheap, effective and scalable solutions. A psychological study feeds this type of measures by analyzing prescribers' motivations (and to a certain extent also of the patients' motives). To do this, it redesigns incentive mechanisms that promote one type or another of behaviour and also uses small psychological tricks (nudges) that, without entering into conscious changes in the motivations of the individuals can substantially modify unconscious behaviour. Although my research area focuses more on the design of incentives that appeal to psychological motivations, today I want to talk about, due to its current relevance and notoriety, the second type of measures: nudges.

Nudges as an instrument of change

The main idea behind a nudge is that not all of our decisions are conscious and look for the best option. In other words, our actions do not always reflect what we think is best for ourselves or others, but much of our decisions use shortcuts, intuitions or general rules (rules of thumb) that simplify them. Although this system is very efficient, it is prone to systematic errors: cognitive biases. Fortunately, these primary and not necessarily conscious decision rules are easily replaceable by others that radically alter behaviour.

Let us give some examples. Sometimes our decisions are based on simple comparisons with reference groups, such as colleagues by profession, who influence and matter to us more than we are willing to admit. At other times, the reference is what is customary to do, the default option, so we do not even consider modifying our behaviour unless we need to conform to a new default option. At other times, we get carried away by routines, and so we do not spend on evaluating alternatives. Finally, other times we simply ignore the consequences of our actions, either due to ignorance or misinformation.

This type of behaviour, relatively automatic, can potentially be modified with small, low-cost interventions. If the prescribers are fundamentally guided by the behaviour of their reference group, inform them that they are overprescribing when compared with other doctors who treat similar pathologies. This may lead them to prescribe less because of the new information and the implicit threat that they are deviating from the norm. In case the default option is not appropriate, changing it can be relatively easy. For example, the considerable differences in organ donation rates between some countries seem to be explained by the fact that in those countries where few organs are donated, the administrative procedure to declare yourself a donor actively is crucial, while in other countries the default option is that citizens are donors unless they actively claim not wanting to be.

Similarly, when alternative drugs are ignored, information about drugs with similar effects may make them more aware of other possibilities without affecting the practitioner's freedom of choice. Other more coercive measures, such as forcing the prescriber to justify why he prescribes a particular drug, may also make him consider other possibilities. Also, if the problem is ignoring the consequences of prescribing behaviour, an automatic warning system can be introduced. The system would contain precise and relevant data on, for example, the issue of antibiotic resistance, the cost of indiscriminate use of a specific drug for the health system, the possible consequences for the prescriber of having abnormal behaviour or, even, the provision of shocking data on health outcomes.

A nudge must contain relevant and surprising information.

The key for these measures to be practical is that they introduce a reference change, that is, that the information they contain is new and surprising enough for the physician to take it into account. A habit hardly changes with old news. Therefore it is crucial to understand which of the different types of behaviour (comparisons, routines, ignorance ) is the one that can be affected with the most significant impact. However, w could use a combined approach that provides all the information at the same time on behaviour other than that of reference groups, that offers alternatives and reports on the consequences of certain practices.

A recent NEJM Catalyst article compares the relative effectiveness of different types of interventions for various pathologies and drugs. One of the main messages is that there is not necessarily a type of intervention that works in all contexts or for all prescribers.

The reluctance to reduce drug prescription may be due to conditions of the pathology or the treatment itself and individual attitudes of the doctors. For this reason, the central message of my entry is that we are not only open to allow small psychological interventions that can work, but also rigorous evaluation of the same. Experiments on small programs that check the relative efficacy of different small-scale interventions before being led, again, by an automatic rule may have us believe that what has worked in one specific study works in another.

As health experts accustomed to clinical trials, we should be more open to trial and error to make decisions based on evidence. Eliminate bureaucratic obstacles, making it easier and cheaper to carry out experiments informed by psychology on the behaviour of doctors and patients, and at the same time share the results in a systematic way so that we all learn from these experiences. It is undoubtedly a winning strategy.

13 comments:

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  2. Hello everyone out there, I'm here to give my testimony about a herbalist doctor who helped me cure my herpes virus. I was infected with HERPES SIMPLEX VIRUS in 2019, I went to many hospitals to heal myself but there was no solution, so I was thinking how I can get a solution so that my body can be well. One day I was in the river thinking about where I can go to get a solution. so a lady walked towards me telling me why I'm so sad and I open everything by telling her my problem, she told me she could help me, she introduced me to a doctor who uses herbal medicines to cure the SIMPLEX HERPES VIRUS and gave me his email, so I sent him an email. He told me everything I had to do and also gave me instructions to take, which I followed correctly. Before I knew what was happening after two weeks, the SIMPLEX HERPES VIRUS that was in my body disappeared now am free from this virus......Please i share this for those having herpes virus should contact him through email (chochaherbalarenaforhealing@gmail.com) OR   WhatsAPP him:  +2349023126215 Contact him today and you will have a testimony ... Good luck!Dr CHO-CHA..... also cures:1. HIV / AIDS2. HERPES 1/23. CANCER4. ALS (Lou Gehrig's disease)5. Hepatitis B6. chronic pancreatic7. emphysema8. COPD (chronic obstructive pulmonary disease)  

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  3. Am Laura Mildred by name, i was diagnosed with Herpes 4 years ago i lived in pain with the knowledge that i wasn't going to ever be well again i contacted so many herbal doctors on this issue and wasted a large sum of money but my condition never got better i was determined to get my life back so one day i saw Mr. Morrison Hansen post on how Dr. Emu saved him from Herpes with herbal medicine i contacted Dr. Emu on his Email: Emutemple@gmail.com we spoke on the issue i told him all that i went through and he told me not to worry that everything will be fine again so he prepared the medicine and send it to me and told me how to use it, after 14 days of usage I went to see the doctor for test,then the result was negative, am the happiest woman on earth now thanks to Dr. Emu God bless you. Email him at: Emutemple@gmail.com Whats-app or Call him +2347012841542 

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  4. I Want To Appreciate Dr.OYAGU for his great deeds, I Was Diagnosed With type 2 Herpes Virus Last year,And i Was Looking For Solution To Be Cured Luckily I Saw Testimonies On How Dr.OYAGU Cure Herpes Virus I Decided To Contact Dr.OYAGU I Contacted Him He Prepared A Herbal Medicine Portion And Sent It To Me,I Started The Herbal Medicine For My Health.He Gave Me Step By Step Instructions On How To Apply It, When I Applied It As Instructed, I Was Cured Of This Deadly Herpes Within 2 weeks, I Am Now Herpes Negative.My Brother And Sister I No That There Are So Many People That Have The Same Herpes Virus Please contact Dr OYAGU To Help You Too,And Help Me To Thank Dr.OYAGU For Cure Me, I’m Cured By Dr. OYAGU Herbal Medicine,His Contact Email:oyaguherbalhome@gmail.com
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  5. Hello Am From The UK , I want to write a little testimony about the good work of doctor Oyagu who cured me from Hsv 1 and 2 for just 2 weeks with his herbal medicine, I never believe I can be normal again and have a good life like others I always regretted the day I got diagnose with the virus, I was lost of hope when my doctor told me there is no cure for it but I keep thinking and thinking about my future, if I can have kids of my own well I am so grateful for my helper who get me cured with his herbal medicine, I go online in search of anything that can help me because I can’t deal with it forever so I found this doc Oyagu email on a blog of someone who was cured by him I quickly contact him for help and explain all my pain to him, he told me not to worry about it there is cure for real, I never believe until he send me the herbal medicine when I order for it and I have it within 4 days that is how I took the medicine for 2 week and the following week I go for test just to confirm I was 100% cured from this sickness what a miracle in my life I am so happy right now, you can also get in contact with him if you have such sickness through email address oyaguherbalhome@gmail.com or text him on what's app, phone number +2348101755322 Dr Oyagu also has remedy to others disease like COLD SORES,HIV/AIDS,DIABETES.CANCER,HIGH BLOOD PRESSURE AND MANY MORE. I oblige everyone to contact this powerful herbalist Dr Oyagu and be free from suffering.

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  6. I'm 40 years old female I tested genital herpes (HSV1-2) positive in 2002. I was having bad outbreaks. EXTREMELY PAINFUL. I have try different kinds of drugs and treatment by the medical doctors all to know was avail. Six months ago I was desperately online searching for a helpful remedies for genital herpes (HSV1-2) cure, which i come across some helpful remedies on how Dr OYAGU have help so many people in curing genital herpes (HSV1-2) with the help of herbal treatment because I too believe there is someone somewhere in the world who can cure herpes completely. At of the past 2 months, however, I've been following his herpes protocol Via oyaguherbalhome@gmail.com or +2348101755322 and it stopped all outbreaks completely! To my greatest surprise I was cured completely by following the protocol of his herbal medicine . Don't be discouraged by the medical doctors. There is a cure for HSV with the help of herbs and roots by a herbalist Dr call Dr OYAGU he is so kind and truthful with his herbal treatment, kindly contact him for more information Via oyaguherbalhome@gmail.com or WhatsApp DR on +2348101755322 you will be lucky as i am today

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  7. I can’t believe this is true I never believe there is cure to hsv 2 because all the hospital have told me there is no cure to it, few months ago I saw this man email DR.AFRID on internet from a testimony share by someone who he help with his herbal remedy I contact his email and ask for his help also, that is how he inform me about the cure process and this man sent me a herbal medicine which I took according to the way he instructed for 2 week I can’t believe when I go for test my result came out negative i am so happy to share this to the world there is real cure to herpes you can also contact DR.AFRD through his email now drafridherbalhome@gmail.com and also WhatsApp him +234905726038. or if you need my assistant whatsApp me +1 (412) 405-1961 He also have herbs medicine to cured the following diseases; Diabetes, Lupus, HPV, Gout, Hepatitis A,B, Infertility, HIV/AIDS, CANCER

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  9. Powerful Herbal treatment is 100% guaranteed to cure Herpes Virus, The  main reason why most people are finding it difficult to get cured from HSV 1& 2  is because they believe on medical treatment, i want you to know that drugs and medical treatments is not helpful to cure HSV permanently but it can only help you control it but the truth is in life time it will still be inside your nervous system, But Natural roots/herbs are the best remedy which can easily eradicate herpes forever. I never believed it until I was helped and cured of my 2 months genital herpes with natural herbal medicines from Dr. OKITI . Where other medical prescribed drugs and treatments failed, Dr. OKITI herbal medication helped me and cured me from herpes virus permanently and I’m so grateful for this. You can also get help from this great and powerful African Herbalist called Dr. OKITI by reaching him via email: Drokitiherbalhome100@gmail.com or call/whatsapp him at +234 705 067 0365. Thank you so much Dr. OKITI.

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  10. My name is Timothy Eric,i am from USA . Its a pleasure for me to write this testimony about how i got my Genital Herpes cured a month ago. i have been reading so many comments of some people who were cured from various diseases by Dr. USELU, but i never believed them. I was hurt and depressed so I was too curious and wanted to try Dr. USELU, then i contacted him through his email when i contact him, he assured me 100% that he will heal me, i pleaded with her to help me out. My treatment was a great success, he healed me just as he promised. he sent me his medication and ask me to go for check up after 3 weeks of taking the medication. i agreed with him i took this medication and went for check up after a month later , to my greatest surprise my result was negative after the treatment, i am really happy that i am cured and healthy again. I have waited for 3weeks to be very sure i was completely healed before writing this testimony. I did another blood test one week ago and it was still negative. so i guess its time i recommend anyone going through Herpes HSV-1 or HSV-2, HIV, HPV, Hepatitis B, Diabetes to reach him through (dr.uselucaregiver@gmail.com) OR Whatsapp him  (+234705289482)

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  11. My name is Timothy Eric,i am from USA . Its a pleasure for me to write this testimony about how i got my Genital Herpes cured a month ago. i have been reading so many comments of some people who were cured from various diseases by Dr. USELU, but i never believed them. I was hurt and depressed so I was too curious and wanted to try Dr. USELU, then i contacted him through his email when i contact him, he assured me 100% that he will heal me, i pleaded with her to help me out. My treatment was a great success, he healed me just as he promised. he sent me his medication and ask me to go for check up after 3 weeks of taking the medication. i agreed with him i took this medication and went for check up after a month later , to my greatest surprise my result was negative after the treatment, i am really happy that i am cured and healthy again. I have waited for 3weeks to be very sure i was completely healed before writing this testimony. I did another blood test one week ago and it was still negative. so i guess its time i recommend anyone going through Herpes HSV-1 or HSV-2, HIV, HPV, Hepatitis B, Diabetes to reach him through (dr.uselucaregiver@gmail.com) OR Whatsapp him  (+234705289482)  .,.

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  12. Does anyone still doubt natural herbs? I've seen the great importance of natural herbs and the wonderful work they have done in people's lives. I wonder why people still spend their money on surgery, injections and drugs each time they are sick. Natural herbs can cure all kinds of illness including herpes, diabetics, asthma, HIV, hepatitis, etc. I've seen it with my own eyes. I was cured of Herpes virus and my aunt and her husband were cured of Lupus Virus by Dr Kham herbal product, who uses natural herbs to cure different kinds of illness. Even Dr.Kham proved to the whole world countless times that natural herbs can cure all diseases and he cured countless people using natural herbs. I know it is hard to believe but am a living testimony. There is no harm in trying herbs it will only get you cured from the diseases/virus so why don't you give herbs a try and see it effectiveness  Contact or email Dr. Kham dr.khamcaregiver@gmail.com (phone/whatsap no): +2348159922297.   visit his website https://drkhamherbalhealingcenter.wordpress.com/  or https://drkhamcaregiver.wixsite.com/drkhamcaregiverherba   or  Visit his FB PAGE: https://web.facebook.com/Dr-Kham-Herbal-Remedies-101547721440460/       

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    He is also able to cast spell like 1: Lottery 2: Conceive 3: Breakup 4: Divorce 5: Cure for all kinds of diseases and viruses.

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