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Utilizing Algorithms and
Pathways of Care in Allied Health Practice
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Thomas W.
Miller, Ph.D., ABPP University of Connecticut
School of Allied Health
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Meredith Ryan
University of Connecticut
School of Allied Health |
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Chelsea York
University of Connecticut
Center for Health & HIV Intervention and Prevention
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Correspondence:
Thomas W. Miller, Ph.D.
University of Connecticut School of Allied Health
358 Mansfield Road U101
Storrs, Ct 06269-2101
Tom.Miller@uconn.edu
Citation:
Miller, T., Ryan, M., York, C. Utilizing algorithms and pathways of care in allied
health practice. The Internet Journal of Allied Health Sciences and
Practice. April 2005. Volume 3 Number 2.
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Abstract
Examined are the use of algorithms and pathways of care in the
provision of health promotion activities and clinical services in
Allied Health. Practitioners regardless of discipline must know and
understand the importance of standards of care and models of
intervention and evaluation in clinical practice. Examined is the
development and use of clinical algorithms and care pathway for allied
health practice. Provided is a case study with a case history and
clinical algorithm developed for this case. Offered are issues and
import for future paradigm shifts in allied health practice.
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Keywords and
terms: Allied
Health Practice, Algorithms, Care Pathways |
Introduction
Patient care
planning requires considerable attention for the allied health professionals
in health care. Among the critical factors are the consideration of client
needs and desires, psycho-social considerations, diet and exercise
selection, and the potential risks and benefits of the selected program. In
addition to this, attention must be given to the clients understanding and
processing of the plan and therapeutic program provided.
Processing of health information is critical to the success of any
therapeutic intervention. Traditional health-education materials contain
information that is the same for every recipient, a kind of one-size-fits-all approach. With the advent of new computer technologies, a different
approach to constructing health-education materials has emerged. Materials
are not mass-produced, but rather generated on an individualized bases.
Psychosocial and behavioral data are gathered from individuals and entered
into a computer program that determines which health messages from among a
library of possibilities are most appropriate for each individual.
The
Elaboration Likelihood Model (ELM) provides a theoretical rationale for
tailored communication.1 According to this model, individuals are
more likely to actively and thoughtfully process information by engaging in
what the authors refer to as central-route processing if they perceive it to
be personally relevant. ELM is based on the premise that under many
conditions, people are active information processors-considering messages
carefully, relating them to other information they have encountered and
comparing them with their own past experiences. Research has shown that
messages processed in this way tend to be retained for a longer period of
time and are more likely to lead to permanent change than messages that are
not elaborated upon.2
Evidence-based decision-making in the clinical design of a
health education program suggest that the tailored educational materials
elicit (a) greater attention, (b) greater comprehension, (c) greater
likelihood of discussing the content with other people, (d) greater
intention to change the behaviors addressed by the content, and (e) greater
likelihood of behavior change.3 Several research studies suggest
that the design and composition of a health care professional’s message is
more likely to be read and remembered, saved, discussed with other people,
and perceived by readers as interesting, personally relevant, and having
been written especially for them if it is tailored to the individual
needs of the patient.4-7
Bull, Kreuter, and Scharff assessed the relative effects of tailoring
and personalization.8 Adult primary-care patients were randomly
assigned to one of three groups that received health education materials or
to a usual-care control group. Findings showed that the tailored and
personalized information were perceived as more personally relevant than the
general materials, whether personalized or not, and those patients that
received the personalized, tailored materials increased their health
promotion activities more than the other experimental groups or the control
group. In most cases, the general, personalized information was rated least
favorably, suggesting it is unlikely that personalization alone accounted
for tailoring effects observed in pervious studies.
In another
study, Kreuter, Bull, Clark, and Oswald, studied 198 overweight men
and women. They were randomly assigned to receive either tailored or
non-tailored educational information on weight loss.9 Participants completed a
brief survey about their weight-related goals, beliefs, and behaviors, and
then received one of three types of weight loss information. The first was
tailored specifically to their responses on the survey. The second was a
generically prepared brochure on weight loss, produced by the American Heart
Association. The third covered the same content as the second, but was
formatted to look exactly like the tailored materials. Inclusion of this
latter condition provided a mechanism for assessing whether it was the
content or some other attribute of the tailored messages that led to the
outcomes realized in the study.
Results
suggest that the ELM model is a central-route information process that
improved cognitive processing which realized that tailored materials were
superior to the non-tailored materials. Reanalysis of the data from the
weight-loss study confirmed this finding.10 All participants who
received non-tailored information were classified into one of three
categories based on how well the content fit with their individual need. On
a variety of cognitive, affective, and behavioral measures (e.g., attention
given to the materials, positive cognitive responses, choosing low-fat
foods), good-fitting non-tailored materials had outcomes as good as or even
better than the outcomes for tailored materials. At the same time,
moderate-and-poor-fitting non-tailored materials were usually inferior to
both approaches overall.
Standards of Care
Care
pathways, algorithms, and practice guidelines have been employed by the
health care industry to provide a standard flowchart of the evidence-based
diagnostic and treatment to be provided for a spectrum of diseases and
disorders.11 There is considerable evidence in the health care
literature that the use of care pathways based in clinical research will
help in standardizing care and providing the necessary ingredients for
effective diagnostic and counseling interventions. 12-14 The
goal is to provide the client with an evidence-based standard of health care
delivery.15 To the extent that this is successful, five
components occur: (a) the guideline is used and becomes a standard of
practice, (b) multidisciplinary professionals can use it to anticipate care
events, (c) clinicians can use it as a shorthand or outline to guide their
decisions and their communications to others, (d) the logistics for
delivering the guideline components are convenient and reliable, and (e) the
guideline defines the measure of performance and incorporates information
collected that can be used for its evaluation and improvement. The tailored
individualized treatment plans that clinicians may use in clinical practice
contribute information for guideline revision.
Allied health
practitioners recognize the importance of standards of care and standardized
models of intervention and evaluation. Examined is a care pathway guideline
developed to ensure consistency in the treatment and evaluation offered
where the spectrum of symptoms are identified in the course of screening and
counseling patients. Since tailoring a practice guideline to the specific
needs of a patient is shown to be beneficial through the ELM model, it would seem necessary for allied health practitioners to know and
understand the process employed in developing and modifying algorithms and
pathways of care.
Algorithm and Care Pathway Development
Algorithms
are developed and used to provide a map of logical and sequential steps
toward effective case management. In today’s world, accountability is a top
priority for all allied health professionals. Case management through the
use of clinical algorithms presents a systematic perspective. Algorithms
attempt to answer the questions, “What is the best way to systematically
handle this problematic condition?” Algorithms have a problem solving
orientation coupled with functional specific actions or critical pathways to
be taken. If desired results are produced, the problem was managed
effectively. If the desired results are not produced, adjustments can be
made to achieve the desired results through modifying the algorithm to a
specific patient’s needs.
The point
to be made is that in our professional roles as allied health practitioners,
it is important to be a creative problem solver who can translate relevant
research into functional interventions. Intervention approaches must be
managed to assure relevant results. Thus, the practitioner has a process
skill that is dynamic yet organized around solid principles and practices.
This is not to imply that this is an easy process. The critical pathways
that algorithms provide take time and energy to develop but they also
provide a systematic methodology that can prove effective in dealing with
critical problematic areas for the allied health practitioner who is
developing a therapeutic intervention program.
Steps
in Building an Algorithm:
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Define the problem. Specify the patient’s condition and tailor the needs of the patient in the
algorithm.
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Review the flow process of
addressing the condition including all possible causes of the condition,
and alternative strategies for diagnosis, patient education, management
intervention and following up with the patient.
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Present
diagnostic, educational, therapeutic or management steps in a logical
order:
a. Identify the presenting problem(s).
b. Indicate the Critical Questions
c. Provide Assessment, Patient Education, and Evidence based
interventions.
d. Consider
accuracy of the flow chart
e. Relegate unlikely causes of condition to a footnote.
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Sequence alternately decision boxes and
intervention boxes.
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Present
intervention in detail, including:
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Formulate
steps to monitor or confirm diagnosis or condition.
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Specify
interventions.
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For the
clinical case being addressed, specify evidence-based interventions.
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Define
end points of intervention (e.g., level of functioning; discharge;
refer to specialist).
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Use annotations and footnotes to:
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Elaborate on
the key point in the algorithm and, or define terms used in the algorithm
(e.g., the “at risk” patient).
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Explain what should be excluded in the
algorithm and what is relevant that does not add to the clinical process.
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Clarify a clinical rationale, using
evidence-based citations.
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Detail information about the problem intervention and/or decision made at
each point in the algorithm.
Keeping these points in mind, the allied health
practitioner can now address constructing a tailor-made practice guideline.
Basic Clinical Algorithm Construction
Clinical
algorithms are composed of three differently shaped boxes:
1. The oval describes a clinical problem or diagnosis. What does the
patient present to
the
practitioner?

2. The rectangular box describes an action
to be taken or intervention to be provided.
3. The hexagonal box
describes what clinical question has emerged leading to an evidence-based
decision. 
There are
always two possibilities that follow the decision box. Each decision box
must have two branches attached to it for a “Yes” and “No” decision. Based
on the yes or no decision, options for each must be included in the decision
making process summarized in the algorithm.
The Care Pathway
Care pathway guidelines delineate specific
information and timelines in which diagnosis-treatment follow up should
occur. They further address the decision-making process, who, what and when
various actions relevant to the patient’s condition occur, the clinical
services offered, and the potential interactions among multidisciplinary
health care professionals and providers for specific needs for patients
referred.
Clinical information systems capable of
supporting the functional requirements of a comprehensive care pathway offer
the logical sequence of what is to occur and by whom.16 The care
pathway for patients needing a specific therapeutic program involves several
stages. Sometimes the patient will present with symptoms, complaints, or
some other related symptomatology. The pathway moves through the history
and systems review, the identification of symptoms, and the diagnostic
criteria for acute and/or health status. It also considers symptoms,
specific treatment options, and supportive care and how the clinician can
reassess and monitor the clinical condition over time. Figure 1 summarizes a
standardized flowchart that assists the allied health practitioner in
completing a thorough diagnostic and intervention model.
Figure 1:
Model Guideline Flowchart
for Health Care Planning
The care pathway delineates the specific
timelines in which assessment and treatment interventions must occur. Note
with specificity the importance of the diagnostic and treatment
responsibilities for the condition. Specific emphasis here is on
evidence-based decision-making both diagnostically and therapeutically.
In addition, specific information related to clinical management for
patients who present with specific problems unique to their case. These
become the critical ingredients to be considered in a care pathway that
would provide standardized care and treatment for the person in need of a
therapeutic exercise program. Table 1 provides a care pathway that addresses
what activity should be completed at various stages in the provision of a
treatment interventions program tailor made for a specific patient’s needs.
Table 1:
Integrated Sample Care Pathway for a Therapeutic Dietary Program
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ACTIVITY
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VISIT 1
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VISIT 2
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VISIT 3-6
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VISIT 8
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ASSESSMENT |
TDP
Screening |
Review
results of screening |
PRN
Assessment of patient |
TDP post Screening
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INTERVENTION
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TDP
Plan is reviewed with patient |
TDP
focused Education Module for patient regarding exercise |
Provide gradients of intervention for patients TDP |
Consideration for further TDP or maintenance of present program |
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CONSULTS /
ASSESSMENTS CONSIDERED
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Internist Psychologist Cardiologist
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Consider referral as needed |
Integrate consultation recommendation into TDP |
Review
need for further consultation |
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CLIENT/FAMILY EDUCATION |
Consider involving family or significant others in patients TDP |
Meet
with significant others to review patients TDP |
Review
with patient and family importance of supportive environment for
patients TDP |
Encourage client and family support for maintenance of patients TDP |
TDP
= Therapeutic Diet Program
Now that we have examined the algorithm and care pathway construction, it
may be helpful to apply this to a specific patient.
CASE STUDY
History and
Algorithm for Practice
Case History
J.T. is a
53-year-old Caucasian male who works in Boston as a sales representative for
an insurance company. He lives with his wife in Massachusetts just outside
of the city of Boston. He has four children, all of whom live at least 40
miles away from him. He also has two grandchildren, a 4-year-old boy and a
1-year-old girl. He stays in frequent contact with his family and visits
them often, which means he takes frequent road trips. He likes his job and
his daily activities, all of which are non-stressful.
J.T.
changed providers due to an altercation with his previous physician. It was
time for a yearly physical, so J.T. went in for his first appointment with
the new physician. After the doctor asked him for his general background
information, he proceeded with the physical exam. He took a routine blood
pressure, which showed 145/97. When the physical was over, the doctor had
J.T. get his blood work done.
When the
physician received J.T.’s results, he found that along with his
hypertension, he also had high blood sodium levels. From the physical, the
doctor saw that J.T. was overweight. During the background information, J.T.
told the doctor that he has a hiatal hernia along with a family history of
high blood pressure. Due to the test results, the doctor referred him.to a
cardiologist and also advised him to see a dietitian.
The
cardiologist discussed with J.T. his hypertension and what his values meant.
Because J.T.’s hypertension is in Stage 1, the cardiologist aimed his
treatment at life-style modification for at least 6 months. If this
treatment would not work out for J.T., he would then be put on drug therapy.
The
dietitian’s goal was to develop an exercise program and diet modification.
During J.T.’s appointment, they discussed his daily eating habits, his
family history, his medical conditions, and pharmacological treatments
available to him. J.T. expressed his love for salt with every item in his
diet and knew about the consequences, especially because hypertension runs
in his family. Before they began with his anthropometric measurements, the
dietician explained what the measurements were and what their ideal values
were. The dietician then performed these anthropometric measurements using
Body Mass Index (BMI) and waist-to-hip ratio. J.T. had a BMI of 38.2 and his
waist-to-hip ratio was 1.62.
After a 24-hour recall was done over a period
of three days, it showed that J.T. ate a diet high in fat and salt. He had
very minimal vegetables in his diet and more than the threshold of 2
alcoholic beverages per day. It was decided that in order for J.T.’s
conditions to improve they would need to alter his diet and add exercise
into his daily activities. Together they altered his diet to include salt
restrictions and a decrease in fat intake.
Because he was making a commitment to working
out in the evening when he got home from work, J.T. decided that he would
perform 3 intervals a week of 30 minutes of cardiovascular exercise. The
dietician also educated him on other ways to include added exercise to his
day, for instance, taking the train to a different location and walking a
further distance to work in the morning. They set a goal of losing 10 lbs
per month.
For his diet
modification, although he loved his salt, J.T. agreed that restricting his
consumption of salt would be best to improve his health. They restricted his
intake to1800mg/day or less. Also, his alcohol intake would be limited to no
more than two drinks per day. Finally, his fat intake had to be decreased to
less than 30% of his daily calorie intake with an increase in vegetables.
J.T. was placed on the DASH diet, which increases his intake of fruits,
vegetables, and non-dairy foods.
The algorithm
and care pathway for practitioners summarizes the flow of assessment,
education and counseling treatment intervention and follow-up that should be
provided in the course of providing a clinical intervention and is
summarized in Figure 3.
Figure 3:
Practice Guideline for Case Study of patient with Obesity
Algorithm
Paradigm
Shifts in Allied Health Practice
From
traditional models, allied health practitioners, physicians and others have
become part of the network of healthcare professionals required to use
strict standards of practice to qualify for reimbursement of services.
These shifts are driven by cost containment, capitation and contracts for
services that focus on efficiency and use financial incentives to replace
what has come to be known as fees for services by clinicians.
As we approach the challenges of the next decade, allied health
professionals must begin to consider a number of the issues raised by Covey
in the business world of healthcare.16 The endowments Covey
discusses for clinicians are self-awareness, which is our capacity to
stand apart from our wins and losses and examine our thinking, our
understanding of the whole person and our motives and commitment to
healthcare.17 The second human endowment is well recognized in
the clinician’s personal development and addresses the Jungian concept that
is known as conscience. Covey argues that conscience
connects us with the wisdom gained over time and the understanding of human
potential. It adds an ethical character component to what we bring to the
clinical encounter.17 The third endowment is that of
independent wealth, which is seen as our ability as clinicians to
recognize all that we are capable of being and to act in the best interest
of our patients. The fourth endowment is imagination, which is the
power to envision creative innovation as clinicians and the direction for
which we can provide our patients with creative and tailor-made programs and
other interventions geared to their specific needs.
Allied Health professionals must engage fellow professionals and consumers
through; (i) effective interpersonal skill development; (ii) new models of
diagnostic and therapeutic management; (iii) quality tools for a spectrum of
interventions (iv) clinical research that measures the effectiveness of the
interventions provided. All of these shifts are within the repertoire of
the allied health practitioner. We must begin to recognize that patient
expectations and clinical outcomes must be the result of mutually discussed
and agreed dimensions of clinical care. Some of the anticipated shifts
practitioners might encounter are summarized in Table 2.
Table 2.
Anticipated shifts in Allied Health Practice
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Present |
Future |
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Organizational
Paradigm |
Traditional
models and methods in health care delivery |
Networks and
alliances of practitioners and specialists contracting through
integrated systems of health related programs at all levels |
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Communication and
information systems |
Paper records,
individually developed profiles, record systems, local network
accessibility, limited communication between practitioners |
Electronic
profiling and clustering clients by learning styles, genetic
predisposition, on-line support systems, e-mail, electronic files, web
pages with health promotion medical and health-related information
systems |
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Assessment
systems |
Limited measures
and assessment procedures for clients, paper and pencil screening;
basic clinical assessment screening |
Integrated
networks of assessment that address genetic, physiological,
psychological and biochemical markers; learning and cognitive styles
through components-based integrated assessment systems |
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Interventions |
Individualized
interventions addressing stepwise interventions and motivation styles
of clients |
Integrated
interventions based on genetic and biochemical markers using virtual
reality models in diagnosis and training, and treatment with
telehealth applications training activities for health promotion. |
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Prevention and
wellness focus |
Few incentives
for health promotion or prevention-based initiatives for patients or
families |
Wellness;
prevention interventions, incentives for patients, greater use of
behavioral medicine and genetic counseling in health promotion |
One might
ask, what are the significant changes that are likely to emerge over the
next decade?
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Allied
health
professionals will require a cutting edge understanding of the genetic
interface with traditional models of diagnosis and treatment.
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Diagnostic evaluation, as
we have known it, will be replaced by a more complex analysis system of
networks which will analyze how genetic factors that influence motivation
and behavior in clients is affected by intellectual and personality
markers that result in patterns of compliance.
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Allied health
professionals will, by necessity, need to be multi-skilled specialists
providing a spectrum of clinical services to patients.
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Breakthroughs in
technology, including new diagnostic models and intervention techniques,
will impact treatment planning.
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Allied health
‘supercenters’ will feature medical health care, specialists, physical
therapists, dieticians, exercise physiologists, medical screening,
behavioral counseling and multi-disciplinary care and treatment under one
roof – a mall of clinical health care.
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New alliances in medicine,
education, psychology and science will emerge with allied health
professionals as significant partners in treating the health care needs of
patients.
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Databases will hold key
information in addressing individualized patterns of therapeutic
programming for patients.
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In Health and web based
education and information, awareness and understanding become critical
ingredients in improving ‘quality of life’ issues for patients with allied
health practitioners providing a key role in this process.
Future
directions in this area must address the models of therapeutic programming
for patients with clinical guidelines and pathways of care based on the
specific evidence-based strategies that have been found most effective in
the diagnosis and treatment of a spectrum of conditions. Success of health
promotion and prevention intervention programs will depend on allied health
practitioners, as health care providers, making fundamental use of clinical
models utilizing algorithms and pathways of care.
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