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We use (and actively contribute to) the OpenPGPjs library which is open source, has been extensively audited, and has a large community of developers.
Reactions without a KEGG ID had to be extensively audited as there were no database evidences for the correctness of the reaction mechanisms.
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Finally, he has been thinking about following up on work at CMU on applying ideas of causality (a topic he has been working on extensively) to auditing scenarios.
The AUDIT has been extensively validated in terms of psychometric properties with high sensitivity and specificity [ 52], and had a coefficient α of.74 in this sample.
The AUDIT has been extensively used in both national and Ontario surveys which demonstrate the validity of the instrument in Canadian populations and the utility of the 8+ cutoff [ 34– 34].
One method that has proved to work for follow-up and modification of clinical procedure is audit according to the Audit Project Odense (APO) model, extensively used in Denmark and to a limited extent in Sweden, Norway and Iceland [ 17- 20].
The Audit's evidence was extensively used to formulate the Mayor of London's Cultural Strategy, and has excited worldwide interest.
Although we edited and analyzed all data extensively and used a quality assessment audit, differing measurement error structures across the three sets of data remains a possible source of heterogeneity.
We will also gather data on the service users' experience of care using the "Your Treatment and Care" questionnaire [ 27] which has been extensively used in service user led audits of inpatient and community mental health care in the UK.
Validated scoring tools for the assessment of AUDs (that is the FAST or AUDIT) [ 13, 34] have not been extensively validated in the non-verbal ICU population [ 35].
I've written extensively about the auditors' responsibility to plan and perform their audit to address the risk of fraud or material misstatement and the auditors responsibility to report up, then possibly out to the SEC when the engagement team becomes aware of fraud or other illegal acts such as Foreign Corrupt Practices Act (FCPA) violations.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com