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That is, the model consisting of these variables not only have a good predictive power for the data set the model is built on, but also its performance (with respect to predictive power) can be generalized in predicting future outcomes.
The ultimate goal of developing a predictive model is to use the model for predicting future outcomes in a much larger, broader and heterogeneous population.
Predictive learning refers to estimating models from data with the goal of predicting future outcomes, in particular, regression and classification models.
While the game is based on results, the play on the field is better at predicting future outcomes.
And then there's "depressive realism": several studies have found that people with depression have a more accurate view of reality and are better at predicting future outcomes.
At the moment we are not doing more sophisticated regression analysis" – a statistical process used for predicting future outcomes – "but we know that is probably the way forward and that's where we hope to be before too long.
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An exploratory series (series 1) was used to assess phenotypic heterogeneity and to identify early criteria predicting future outcome; it included 75 consecutive steroid-free patients, longitudinally evaluated for motor, respiratory, cardiac and cognitive functions (median follow-up: 10.5 yrs).
In addition, there has been a concern about the usefulness of pathologic findings in predicting future outcome.
These diagnostic MPR studies are an important first step, but the real potential of MPR is for predicting future outcome, such as treatment response or course trajectory.
Specifically, the relative contribution of these questions and assessments in evaluating the nature and severity of hand problems, assisting diagnosis, indicating appropriate management, and predicting future outcome requires further investigation.
Concurrent validity refers to the ability of the definition and criteria to discriminate groups, whereas predictive validity is the ability to predict (future) outcomes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com