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Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...
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In biostatistics, data are the observations collected for analysis. There are two main types: parametric and non-parametric. Parametric data, which include continuous (e.g., weight) and discrete numerical data (e.g., number of tablets), assume a particular distribution pattern, often the normal distribution. Non-parametric data do not adhere to a specific distribution and typically comprise nominal (e.g., gender) and ordinal categorical data (e.g., pain scale ratings).
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Source-oriented records, or SOR, are medical record-keeping organized by the data source. The SOR system was first developed in the mid-1900s to organize the growing patient data in hospitals and other healthcare facilities.
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Data Collection by Observations01:08

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Data collection refers to a systematic way of obtaining, observing, measuring, and analyzing accurate information. Observational studies are one of the most widely used methods of data collection. It involves collecting data by observing the behavior and physical characteristics of a sample without making any modifications to the sample.
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Some researchers gain access to large amounts of data without interacting with a single research participant. Instead, they use existing records to answer various research questions. This type of research approach is known as archival research. Archival research relies on looking at past records or data sets to look for interesting patterns or relationships. For example, a researcher might access the academic records of all individuals who enrolled in college within the past ten years and...
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Data reuse and the open data citation advantage.

Heather A Piwowar1, Todd J Vision

  • 1National Evolutionary Synthesis Center , Durham, NC , USA ; Department of Biology, Duke University , Durham, NC , USA.

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|October 11, 2013
PubMed
Summary
This summary is machine-generated.

Making gene expression microarray data publicly available increases citations by 9%. Data reuse by other researchers continues for years, showing a significant benefit of open data in scientific research.

Keywords:
BibliometricsData archivingData repositoriesData reuseGene expression microarrayIncentivesInformation scienceOpen data

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Area of Science:

  • Bioinformatics
  • Genomics
  • Data Science

Background:

  • Attribution for data reuse is crucial for rewarding data creators and ensuring research provenance.
  • Previous studies suggest publicly available datasets receive more citations, but lacked statistical power to control for confounding factors.
  • Understanding data reuse patterns over time and across datasets is limited.

Purpose of the Study:

  • To quantify the citation benefit of making gene expression microarray data publicly available while controlling for known citation predictors.
  • To investigate the temporal patterns and variability of data reuse by third-party investigators.

Main Methods:

  • Multivariate regression analysis of 10,555 studies generating gene expression microarray data.
  • Inclusion of covariates: publication date, journal impact factor, open access, author count, author publication history, author country, institution citation history, and study topic.
  • Compilation of 9,724 instances of third-party data reuse using GEO or ArrayExpress accession numbers.

Main Results:

  • Studies with publicly available data received 9% more citations (95% CI: 5% to 13%) after controlling for covariates.
  • The citation benefit was highest for papers published in 2004-2005 (approx. 30%).
  • Third-party data reuse accumulated for at least six years, while authors typically reused their own data within two years.

Conclusions:

  • A robust citation benefit exists for open data, though smaller than previously estimated.
  • Third-party data reuse has a direct, long-lasting impact on citation rates.
  • A substantial fraction of archived gene expression microarray datasets are reused, with increasing intensity since 2003.