Live Birth Gestational Age Algorithms in Healthcare Utilization Database
<|begin_of_text|><|start_header_id|>system<|end_header_id|> You are a research archivist expert in dataset metadata. Answer the question truthfully.  <|eot_id|><|start_header_id|>user<|end_header_id|> Here is the Description of a dataset. Description:'In this study, we developed and validated two new claims-based live birth gestational age algorithms, using random forests.Please cite the paper if you implemented any of the following algorithms in your study. Algorithm 1: The best performing algorithm, including all 246 predictors, ntree=500, mtry=p/3. Algorithm 2: The simplified algorithm with comparable performance, including 24 predictors, ntree=500, mtry=p/3, ≥ 0.5% variable importance.Please follow the cohort creation in the published paper on the development and validation of the algorithms and use the implementation guide 'READ ME_Gestational Age Algorithm Implementation Guide' to implement the gestational age algorithm properly in your database.</p' . Please return only a json list of at most 3 Keywords corresponding to the Description:.<|eot_id|><|start_header_id|>assistant<|end_header_id|> {"Answer" : ["Algorithm","Gestational age","Medicaid database"]} <|eot_id|>
 Here is the Description of a dataset. Description:'In this study, we developed and validated two new claims-based live birth gestational age algorithms, using random forests.Please cite the paper if you implemented any of the following algorithms in your study. Algorithm 1: The best performing algorithm, including all 246 predictors, ntree=500, mtry=p/3. Algorithm 2: The simplified algorithm with comparable performance, including 24 predictors, ntree=500, mtry=p/3, ≥ 0.5% variable importance.Please follow the cohort creation in the published paper on the development and validation of the algorithms and use the implementation guide 'READ ME_Gestational Age Algorithm Implementation Guide' to implement the gestational age algorithm properly in your database.</p' . Please return only a json list of at most 3 Keywords corresponding to the Description:.
In this study, we developed and validated two new claims-based live birth gestational age algorithms, using random forests.Please cite the paper if you implemented any of the following algorithms in your study. Algorithm 1: The best performing algorithm, including all 246 predictors, ntree=500, mtry=p/3. Algorithm 2: The simplified algorithm with comparable performance, including 24 predictors, ntree=500, mtry=p/3, ≥ 0.5% variable importance.Please follow the cohort creation in the published paper on the development and validation of the algorithms and use the implementation guide 'READ ME_Gestational Age Algorithm Implementation Guide' to implement the gestational age algorithm properly in your database.</p
Algorithm; Gestational age; Medicaid database