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Pediatric Informatics: Computer Applications in Child Health (Health ...

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440 H.P. Lehmann et al.<br />

Information technology and <strong>in</strong>formatics provide new opportunities to extend<br />

research boundaries by creat<strong>in</strong>g:<br />

Improved methods for data collection and validation<br />

“High-throughput” comput<strong>in</strong>g for process<strong>in</strong>g large amounts of data quickly for<br />

complex research models<br />

Expanded technologies for quickly explor<strong>in</strong>g very large data sets for prediction,<br />

visualization, and hypothesis generation<br />

New models for participation that <strong>in</strong>clude children and families as partners (as<br />

well as subjects)<br />

With these new opportunities and power of data also come new responsibilities to<br />

assure the safety and rights of subjects and their families:<br />

To assure the protections and rights of human subjects<br />

To prevent the unauthorized or un<strong>in</strong>tended use of personal health <strong>in</strong>formation<br />

To assure the <strong>in</strong>tegrity of the research process, its <strong>in</strong>tent, design, validity, execution,<br />

and the representation of its f<strong>in</strong>d<strong>in</strong>gs<br />

34.2 The Research Process and <strong>Informatics</strong><br />

The formalization of research has evolved to assure validity of the results of cl<strong>in</strong>ical<br />

studies and trials and to protect the safety and rights of human subjects. 1 Even if<br />

studies do not <strong>in</strong>volve human subjects directly, they may <strong>in</strong>volve protected health<br />

<strong>in</strong>formation (PHI) of <strong>in</strong>dividuals which require special procedures to assure patient/<br />

subject privacy. Formalization of research projects requires a clear statement of the<br />

plan of research (its goals, objectives, and steps), an <strong>in</strong>formed review of its scientific<br />

validity and ethical base (systematic literature review, prelim<strong>in</strong>ary data, conflict<br />

disclosures, expected risks and benefits), determ<strong>in</strong>ation of a budget, resources, and<br />

schedule and agreement on deliverables (a report, a product or process change)<br />

between the researcher and the research funder. A framework for research formalization<br />

<strong>in</strong> the context of <strong>in</strong>formatics support is presented <strong>in</strong> Table 34.1.<br />

34.2.1 Generat<strong>in</strong>g a Research Question or Hypothesis<br />

Research beg<strong>in</strong>s with questions and observations not previously noted. Pasteur<br />

noted that “Chance favors only the prepared m<strong>in</strong>d.” With the <strong>in</strong>corporation of large<br />

data sets and data m<strong>in</strong><strong>in</strong>g 2 techniques, “chance” becomes a probability of detect<strong>in</strong>g<br />

previously unrecognized patterns or recurrences that can suggest hypotheses<br />

for further test<strong>in</strong>g. In drug research, such an approach has been used to economize<br />

costs by suggest<strong>in</strong>g likely avenues for research. In cl<strong>in</strong>ical medic<strong>in</strong>e, physicians<br />

have shown <strong>in</strong>terest <strong>in</strong> us<strong>in</strong>g these techniques 3 for critiqu<strong>in</strong>g care and forecast<strong>in</strong>g<br />

needs.

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