Knowledge Item: CA-Medical Outcomes-14
Hierarchical Linear Models Showing Change in CD4 Counts
Hierarchical Linear Modeling (or HLM)
methods are used to study change in CD4 counts over time. For each
person, an individual trend is line fit to that patient's CD4 counts over time. The method uses all observations for individual
patients and takes into account the fact that patients received the
assessments at different times in their treatment histories. After
fitting "individual" curves for each patient, overall trends
in the "average curves" or "trajectories" are
studied and related to other factors. HLM modeling
can be considered the "definitive" method for studying change
in the kinds of naturally-occurring treatment assessment data from these
projects.
The hierarchical models show that on average patients experience increasing CD4 counts over the
course of their involvement with the programs represented here.
The following can be concluded from
these models.
-
CD4 counts
increase over time for all patients (p < .001).
-
There is
no statistically significant differential change in CD4 counts over time by
Gender.
-
There is
no statistically significant differential change in CD4 counts over time by
Project Type.
-
There is a
Gender by Project Type interaction such that females from
University-based Comprehensive Healthcare projects showed less increase in CD4 counts
over time than other groups (p
< .002). Note that these patients start with higher CD4
counts at enrollment.



A related set of results
using an alternate definition of medical outcome is presented in Knowledge
Item: CA-Medical Outcomes-52.
Knowledge Item Citation: Huba, G. J., Panter, A. T., Melchior, L. A., and the HRSA/HAB SPNS Cooperative Agreement Steering Committee (1998-2001). Knowledge Item: CA-Medical Outcomes-14 from
HRSA/HAB's SPNS Cooperative Agreements on Innovative Models of Care, The Measurement Group Knowledge Base on HIV/AIDS Care, Online at www.TheMeasurementGroup.com.

Last Updated:
March 25, 2005; data through June 15,
1999; analyses conducted March - May 2000.



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Knowledge Base Citation: The Knowledge Base and
this Knowledge Item were designed and authored by G.
J. Huba, Ph.D.; in collaboration with Lisa A. Melchior, Ph.D.; A. T. Panter, Ph.D.; and the staff of The Measurement Group. Cite this work as
"Huba, G. J., Melchior, L. A., and Panter, A. T. (1998 - 2001). The Measurement Group Knowledge Base on HIV/AIDS
Care. On the World Wide Web: http://www.TheMeasurementGroup.com."
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Use of Knowledge Base
Information: Acceptable Uses and
Limitations.
Collaborators from
Participating Projects: Cooperative
Agreement Steering Committee 1999.
Participating
Projects: This Knowledge Base is based on
the service delivery experiences of 27 Cooperative Agreement Projects on Innovative Models
of HIV/AIDS Care. These projects and the Evaluation and Dissemination Center
which produced this Knowledge Base were funded by the Health
Resources and Services Administration (HRSA), HIV/AIDS Bureau (HAB) as Special Projects of National Significance (SPNS)
between 1994 and 1999. Click the Model Programs button
above for descriptions of the projects that contributed to this specific
Knowledge Item, a list of
key staff, and project grant numbers.
Why This Evaluation was
Conducted: Editorial.
More Information: Design
of this Knowledge Base.
Recommended Citation
Format for Web Materials: American
Psychological Association Publication Manual Section, Revised 2001.
Work on the Knowledge Base and the
cross-cutting evaluation was supported in part by Grant Number 5 U90 HA 00030-05 from the
Health Resources and Services Administration (HRSA), HIV/AIDS Bureau's (HAB) Special Projects of National Significance
(SPNS). The contents of this Knowledge Base are
solely the responsibility of The Measurement Group and do not necessarily represent the official
views of HRSA or HRSA/HAB's Special Projects of National Significance
nor may they represent the positions of the individual grantees whose
projects are included in the cross-cutting evaluation.
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