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The team reduced threats to interpretation by having multiple researchers read and analyze the data independently and then come together for team analysis [ 40].
We increased rigour, validity and the fullness of the analysis and interpretation by having two separate researchers with different perspectives conduct the analysis one, a CSA survivor, and one with no history of sexual abuse.
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The consistency and validity of analysis and interpretation was assessed by having five randomly selected interview transcripts independently coded by two experienced qualitative researchers.
This allows for the consistent interpretation of results by having a homogeneous muscle mechanics model which is comparable among different preparations and recordings.
We tried to standardize the application and interpretation of the PTT by having teams involved in the project phase.
We minimised bias in selectivity and interpretation of synthesis results by having two authors independently extract and explore themes in the data, and discussing themes between all authors to reach consensus.
Photo-interpretation results were verified by having 100 points within each zone reinterpreted by another photo-interpreter.
We attempted to minimise bias in the interpretation of the interview data by having it reviewed by three investigators.
Recent advances [26] in deep learning application, such as computer simultaneous interpretation by Microsoft, have proven that deep learning is feasible in many machine learning tasks and can achieve great performance, so that more and more experts from the AI area believe that deep learning gives machine learning the second wave.
The model in the present study with ECG interpretation by experts had much higher overall discrimination ability (area under ROC) and specificity at 95% sensitivity, whereas its predictive ability was only somewhat better than the model based on ST amplitude data, with PPV and NPV of 33 vs 27% and 96 vs98%%.
Yet over the course of the interview, Mr. Sandusky described what he admitted was a family and work life that could often be chaotic, even odd, one that lacked some classic boundaries between adults and children, and thus one that was open to interpretation — by those who have defended him as a generous mentor and those who have condemned him as a serial predator.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com