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SVMs were chosen as they were the best performing classification model in a previous death certificate classification task [ 17].
If the country of origin was not stated in the death certificate, classification into WHO geographical region was attempted based on the name of the deceased.
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Due to know underestimation of death certificate classifications and to be consistent with our sensitive reported maltreatment definition we included all deaths that the committee indicated abuse, neglect, or negligence "yes" or "yes probably" caused or contributed to the death.
There are several possible sources of limitation in this study, including classification of outcome from death certificates, classification of exposure based on job title and an industrial hygiene survey, and information on confounders from next of kin.
We build on this finding by estimating the effect of cause of death on death certificate racial classification in two sets of logistic regression models (Table 1).
It is also important to note that we focus on death certificate racial classification in this study because it is used in official statistics.
Given that our results are consistent across all models and for two different racial populations, we conclude that cause of death is an important predictor of death certificate racial classification.
Study subjects included all Nova Scotians who died due to lung, colorectal, breast or prostate cancer from April 1 , 1992 to March 31 , 1998s indicased on the Vindicatedistics death certificate (International Classificathen of Diseases. 9th reVital Statistics).
We were limited to information available from the death certificate for the classification of the underlying cause of death, which may have resulted in misclassification, particularly for the noncancer and noncardiovascular outcomes (31– 31).
For some events the diagnosis was based on validation, and for some on the clinical or death certificate diagnosis (International Classification of Diseases [ICD]-9 codes 433 or 434, or ICD-10 code I63).
We identified suicides during follow-up as patients with either a code for suicide or an open verdict on their linked death certificate (using international classification of diseases codes, ninth and 10th revisions) or patients with a Read code in their medical record for attempted suicide or self harm who died within 30 days.
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