Probabilitistic Decision Making

Micro-specialisation and prognosis overestimation

I am a general dental practitioner, a jack-of-all trades in the dental world and possibly becoming an endangered species. To keep updated I travel to a lot of international conferences that cover the dental disciplines such as implants, restorative dentistry, prosthetics, endodontics, and periodontics to name a few. To my mind dentistry is a speciality within general healthcare so the disciplines above should be considered as sub-specialities or micro-specialities of dentistry and over recent years there has been a shift away from the generalist to the specialist (1). What I observed was that each discipline is just a bit better than the other at saving or restoring teeth so at an implant based conference implants outperform root-fillings and vice-versa.  Now if one carefully adds up the success rates across the disciplines of all the treatment options it becomes greater than 100%, which it impossible. What is happening is, due to uncertainty the  clinicians have to use probabilistic data and by restricting the number of treatment options create  overestimates for the relative success or suitability of that treatment. This is a problem of ‘subadditivity’ and the ‘unpacking principle’:

Subadditivity – This is where the sum of two probabilities is greater than 1.0.

Unpacking – As more detail of a hypothesis is provided (unpacked) there is an increase in its estimated probability.

An EBSCO literature search using the search terms “unpacking principle or subaddition” and “medical decision making” produced  three relevant papers with no systematic reviews or meta-analysis(2–4).To summarise the results; in Cahan et al’s paper 65% of the doctors exhibited subadditivity with a mean probability of 137% and Redelmeier et al concluded that clinicians need to unpack a broad category of treatment opptions rather than compare a single treatment against unspecified options.

To help understand these concepts I have worked an example for you below:

“A patient attends a dental surgeon complaining of difficulty chewing due to a loss of lower back teeth. On one side are two premolars and on the other one premolar. Both last standing teeth need new crowns. The upper arch is intact.”

The option are as follows:

  1. No treatment ( I will ignore this options in this example.)
  2. Two milled crowns and a metal/acrylic denture.
  3. Two crowns and a single implant following the shortened arch concept(5).
  4. Two crowns and four single implants. (Maximised model)
  5. Two tooth-implant retained three unit bridges (F-I).

The 10-year survival estimates for the individual components of the above treatment are:

  1. Single metal-ceramic crown 94% (6).
  2. Single tooth implant 89% (7)
  3. Tooth-implant bridge 77% (7)
  4. Metal acrylic denture 50% (8)

Looking at the individual survival figures the best treatment options involve metal-ceramic crowns on vital teeth or single crown implants, the next option is the tooth-implant bridge and finally the denture. The intuitive choice of most people would be Option 4.  (Two crowns and four single implants) due to the high survival rates. Once one becomes aware of the effects of subaddition and unpacking however Option 4. is not such a strong option as it at first appears in terms of complications and maintenance costs (Table 1.)

 

Unit treatment option 10-year Survival P Complete Treatment options Options Complication free
Implant Single crown (SCI) 89 0.89 2 crowns ,1 implant 2 x SC,1x SCI 0.79
Single crown (SC) 94 0.94 2 crowns, I denture 2 x SC, Co/Cr 0.44
Cobalt chrome denture (Co/Cr P) 50 0.5 2 crowns,4 implants 2 x SC, 4 x SCI 0.55
Fixed-implant bridge (F-I) 70 0.7 2 Fixed-Implant bridges 2 x F-I 0.49

Table 1.

 

The avoid the cognitive error of subaddition the clinician/patient can only choose one option to follow, this is best represented as a pie-chart (Fig 1.).

TP1

Fig 1.

The conclusion when the treatment options are unpacked and compared is that the two bridges or the two crowns/four implants have about the same complication rate. The two crowns and the implant is the safest and the denture option has the highest failure rate.

There is however one more consideration and that is relative cost/benefit which is generally overlooked in the research literature. Fortunately, with the data above it is quite simple to calculate this using the concept of ‘expected value’ For this example I have used the total estimated cost of the treatment and multiplied it by the probability of a complication. To calculate the probability of any complication I used the formula (Table 2):

p(complication)=1-p(complication-free).

Treatment options Options Complication free Complications (P) Estimated Treatment Cost Estimated Value
2 crowns ,1 implant 2 x SC,1x SCI 0.79 0.21 3700 790
2 crowns, I denture 2 x SC, Co/Cr 0.44 0.56 2200 1228
2 crowns,4 implants 2 x SC, 4 x SCI 0.55 0.45 11200 4991
2 Fixed-Implant bridges 2 x F-I 0.59 0.41 6000 2443

Table 2.

TP2

Fig 2.

Hopefully it’s clear that initially the two crown, four implant option may be more appealing it does carry a significantly greater cost compared to the bridges. The safest treatment both in terms of cost and predictability is the shortened arch principle due to its simplicity.

The ‘take-home message’ is that as the number of treatment items increase for an individual, the risk of complications and cost can also increase. By taking a little time to ‘unpack’ the alternate treatment options it can help reduce overconfidence and clarify choice as part of the consent process.

References:

  1. Levin-Scherz J. What Drives High Health Care Costs. Harv Bus Rev [Internet]. 2010;88(4):72–3. Available from: http://www.ncbi.nlm.nih.gov/pubmed/20402058
  2. Redelmeier DA. Medical Decision Making in Situations That Offer Multiple Alternatives. JAMA J Am Med Assoc [Internet]. American Medical Association; 1995 Jan 25 [cited 2014 Mar 11];273(4):302. Available from: http://jama.jamanetwork.com/article.aspx?articleid=386588
  3. Liberman V, Tversky A, Redelmeier DA. The Psychology of Decision Making Probability Judgment in Medicine : 1995;
  4. Cahan A, Gilon D, Manor O, Paltiel O. Probabilistic reasoning and clinical decision-making: Do doctors overestimate diagnostic probabilities? QJM – Mon J Assoc Physicians. 2003;96(10):763–9.
  5. Käyser a F. Shortened dental arches and oral function. J Oral Rehabil. 1981;8(5):457–62.
  6. Reitemeier B, Hansel K, Kastner C, Weber A, Walter MH. A prospective 10-year study of metal ceramic single crowns and fixed dental prosthesis retainers in private practice set tings. J Prosthet Dent [Internet]. The Editorial Council of the Journal of Prosthetic Dentistry; 2013;109(3):149–55. Available from: http://dx.doi.org/10.1016/S0022-3913(13)60034-7
  7. PJETURSSON BE, LANG NP. Prosthetic treatment planning on the basis of scientific evidence. J Oral Rehabil [Internet]. 2008;35(s1):72–9. Available from: http://doi.wiley.com/10.1111/j.1365-2842.2007.01824.x
  8. Vermeulen a H, Keltjens HM, van’t Hof M a, Kayser  a F. Ten-year evaluation of removable partial dentures: survival rates based on retreatment, not wearing and replacement. J Prosthet Dent [Internet]. 1996 Sep;76(3):267–72. Available from: http://www.ncbi.nlm.nih.gov/pubmed/8887799

 

What are your options when your teeth have gone?

 

Complete Dentures

COMPLETE DENTURES

  • Relatively straightforward to make
  • Almost everbody can have one
  • Inexpensive
  • A starting point for first time denture wearers
  • All the shortcomings of artificial removable dentures : psychological distress, sore mouth, risk of not getting used to them.
  • Maintenance is lifelong

IMPLANT SUPPORTED OVERDENTURES

  • Stability, retention and aesthetic problems are readily rectified
  • A “cure” for patients who can’t get used to dentures without the disadvantages of the fixed approach
  • Simplified surgical demands
  • Professional fees are not significantly higher than cost of complete dentures
  • Maintenance requirements do not appear to be demanding
  • Exhibit minor movement during function and likely to accumulate food debris under the dentures’ fitting surface
  • Size teeth available to chew on can be maximised

IMPLANT-SUPPORTED FIXED TEETH

  • Conceptually brilliant and supported by compelling research data
  • Limited in use, not everyone is suitable
  • Relatively complex to undertake both restoratively and surgically due to increased number of implants.
  • Very expensive
  • Enormous psychological and functional benefits
  • A “cure” form patients who can’t get used to dentures
  • Aesthetic outcomes may be difficult and unpredictable
  • Maintenance not always easy and may be expensive
  • Size of teeth available to chew on has to be reduced

How much do dental implants cost ?

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The number one question on Google Trends reference dental implants is cost. After a few seconds of searching around it is quite easy to see why. I found a ten fold variance in estimated cost from £320 to £3000.

I will not get involved in how good or bad these implants are. I am sure there are some fantastically good inexpensive implants out there and some expensive disasters. All I want to do is clear up some of the cost issues and clarify some information on the websites out there is cyberspace.

1. “Not all implants/dentists/patients are the same”.

2.The premium priced implants will usually belong to the large companies such as Astra, Straumann and NobelBiocare etc. these companies pioneered almost all the research and development of implants and have excellent global support and after-care. The less expensive systems can involve generic copies and clones specific to only certain countries. Product quality and customer support for these products can be variable and some would be illegal to use in the EU.

3.Beware of overstated claims of success that exceed the published research. As a rule of thumb in an ideal world 10 year success should be around the 90% mark at best.

4. You will need to differentiate between a clinic that does implants and a dentist who does implants. How long has the dentist worked at that practice and how many days a month are they there to deal with any problems. There is a running joke in the profession which goes ” If you want super high success rates and no complications then move your practice every 18 months. Success improves even more if you move country”. There are a lot of advantages in seeking out a stable practice enviroment because implants throw up a lot of complications  especially after 5 years in place, you don’t want to find your dentist has moved on.

5. It’s not how many implants you can place in a patient’s mouth but how few will get the job done well. I have seen patients with 11 implants where 2 would have done an equally good job. Make sure all sensible alternatives to implants have been discussed and potential complications and additional expenses covered.

6.Make sure  you treatment plan makes sense and get a second or third opinion and research the subject very carefully.

7. A polo pony breeder once told me ” A polo pony is expensive and a bad polo

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