Page 324 - Contributed Paper Session (CPS) - Volume 7
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CPS2113 Lucia Pereira B. et al.
               developed by the Population Health Metrics Research Consortium (PHMRC),
               (see Murray et al., 2011). The SmartVA software was developed by the Institute
               for Health Metrics and Evaluation (see Serina et al., 2015).
                   The  objectives  of  this  study  are  to  present  the  automatic  method  of
               assigning the underlying cause of death based on a verbal autopsy instrument
               and to show preliminary results.

               Tariff Score
                   The  Tariff-score  was  calculated  based  on  information  collected  from
               12,501 individuals in the University of Washington's Population Health Metrics
               Research  Consortium  (PHMRC)  in  6  cities  in  4  countries  -  India  (Andhra
               Pradesh  and  Uttar  Pradesh),  the  Philippines  (Bohol),  Mexico  (Mexico)  and
               Tanzania (Dar es Salaam and Pemba Island).
                   The  questionnaire  contains  open  and  closed  questions  about  Closed
               questions:
                            Symptoms of terminal illness;
                            Diagnosis  of  chronic  diseases  -  records  of  previous  health
                             services;
                            Risk behavior (alcohol, tobacco);
                            Details of any interaction with health services.
                   Open questions: open narrative by the relatives through which one can
               identify words or groups of words associated with the cause of death. The
               underlying  cause  of  death  was  known  based  on  medical  records  and  the
               authopsy made in the SVOC (gold standard). The input worksheet contains
               values 0 and 1, being 1 when the observed symptom occurred for a specific
               individual. With this, it is possible to calculate the endorsement rate, given by:
                   xij = fraction of VAs for which there is a positive response to deaths from
               cause i for item j
                   The  Tariff  is  the  endorsement  rate  standardized  by  the  median  and
               interquartile  range  of  all  causes  of  death,  fixed  a  symptom.  For  cause  i,
               symptom j is given by





                   where median(xij) is the median fraction with a positive response for item
               j across all causes, and IIQ(xij) is the interquartile range of positive response
               rates averaged across causes. Note that Tariff can assume positive or negative
               values. As a final step, Tariffs are rounded to the nearest 0.5 to avoid overfitting
               and to improve predictive validity.
                   For the calculation of the Tariff-Score of case k, cause i, the 40 symptoms
               with the highest absolute value of the Tariff are considered



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