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Paper

Enhancing Comparative Effectiveness Research With Automated Pediatric Pneumonia Detection in a Multi-Institutional Clinical Repository: A PHIS+ Pilot Study

by Independent / Community 004b6bec13e8bb316746b9b768ff2df34e8f62b5
Free2AITools Nexus Index
67.2
S: Semantic 50

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A: Authority 80
P: Popularity 55
R: Recency 100
Q: Quality 65
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Background Community-acquired pneumonia is a leading cause of pediatric morbidity. Administrative data are often used to conduct comparative effectiveness research (CER) with sufficient sample sizes to enhance detection of important outcomes. However, such studies are prone to misclassification errors because of the variable accuracy of discharge diagnosis codes. Objective The aim of this study was to develop an automated, scalable, and accurate method to determine the presence or absence of ...

Semantic Scholar 20 Citations
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Registry ID 004b6bec13e8bb316746b9b768ff2df34e8f62b5
License ArXiv
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BibTeX
@misc{004b6bec13e8bb316746b9b768ff2df34e8f62b5,
  author = {Unknown},
  title = {Enhancing Comparative Effectiveness Research With Automated Pediatric Pneumonia Detection in a Multi-Institutional Clinical Repository: A PHIS+ Pilot Study Paper},
  year = {2026},
  howpublished = {\url{https://api.semanticscholar.org/004b6bec13e8bb316746b9b768ff2df34e8f62b5}},
  note = {Accessed via Free2AITools.}
}
APA Style
Unknown. (2026). Enhancing Comparative Effectiveness Research With Automated Pediatric Pneumonia Detection in a Multi-Institutional Clinical Repository: A PHIS+ Pilot Study [Paper]. Free2AITools. https://api.semanticscholar.org/004b6bec13e8bb316746b9b768ff2df34e8f62b5

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βš–οΈ Free2AITools Nexus Index V2.0

Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 80
Popularity (P) 55
Recency (R) 100
Quality (Q) 65

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FNI V2.0 for Enhancing Comparative Effectiveness Research With Automated Pediatric Pneumonia Detection in a Multi-Institutional Clinical Repository: A PHIS+ Pilot Study: Authority (A:80), Popularity (P:55), Recency (R:100), Quality (Q:65). Semantic (S) is a query-time baseline scored live at search.

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πŸ“ Executive Summary

"Background Community-acquired pneumonia is a leading cause of pediatric morbidity. Administrative data are often used to conduct comparative effectiveness research (CER) with sufficient sample sizes to enhance detection of important outcomes. However, such studies are prone to misclassification errors because of the variable accuracy of discharge diagnosis codes. Objective The aim of this study was to develop an automated, scalable, and accurate method to determine the presence or absence of ..."

❝ Cite Node

@article{Unknown2026Enhancing,
  title={Enhancing Comparative Effectiveness Research With Automated Pediatric Pneumonia Detection in a Multi-Institutional Clinical Repository: A PHIS+ Pilot Study},
  author={},
  note={Indexed by Free2AITools},
  year={2026}
}

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πŸ“ˆ20CitationsSemantic Scholar
πŸ›οΈ80AuthorityFNI pillar
⏱️100RecencyFNI pillar
βœ…65QualityFNI pillar
πŸ—‚οΈautomation workflowField
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Unknown
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ArXiv
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paper, research, academic

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params billions
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