Physical therapy use by community-based older people.Community-based older people use a variety of health care providers to maintain or improve their health. (1-3) Physical therapists are one group of providers who primarily focus on improving, maintaining, or limiting decline in the physical function of the older person. Physical therapy may be provided in inpatient inpatient /in·pa·tient/ (in´pa-shent) a patient who comes to a hospital or other health care facility for diagnosis or treatment that requires an overnight stay. in·pa·tient n. , outpatient outpatient /out·pa·tient/ (-pa-shent) a patient who comes to the hospital, clinic, or dispensary for diagnosis and/or treatment but does not occupy a bed. out·pa·tient n. , or home settings. National estimates from the Medicare Medicare, national health insurance program in the United States for persons aged 65 and over and the disabled. It was established in 1965 with passage of the Social Security Amendments and is now run by the Centers for Medicare and Medicaid Services. Current Beneficiary beneficiary Person or entity (e.g., a charity or estate) that receives a benefit from something (e.g., a trust, life-insurance policy, or contract). A primary beneficiary receives proceeds from a trust or insurance policy before any other. Survey (MCBS MCBS Medicare Current Beneficiary Survey MCBS Microcomputer Business Services ) indicate that in 1998 more than 1.4 million community-based older people received physical therapy in one or more of these settings. (4) Estimates from the 1998 National Ambulatory Movable; revocable; subject to change; capable of alteration. An ambulatory court was the former name of the Court of King's Bench in England. It would convene wherever the king who presided over it could be found, moving its location as the king moved. Medical Care Survey and the National Hospital Ambulatory Medical Care Survey indicate that more than 3.8 million visits made to physicians by people 65 years of age and older included a prescription for physical therapy). (5,6) In 1996, on an average day, approximately 350,000 people 65 years of age and older were receiving physical therapy in their homes. (7) Despite the substantial use of physical therapy by community-based older people and its potential for improving outcomes, (8-16) information on the characteristics of people who use physical therapy and factors associated with its use are limited. The few studies that have considered physical therapy in their analyses are outdated out·dat·ed adj. Out-of-date; old-fashioned. outdated Adjective old-fashioned or obsolete Adj. 1. , examined physical therapy use in a cursory cur·so·ry adj. Performed with haste and scant attention to detail: a cursory glance at the headlines. [Late Latin curs manner, or included physical therapy in an aggregate measure of health care use. (17-22) White-Means, (22) for example, in her analysis of health care use by older people with disabilities, created one variable to represent the number of visits to a physical therapist, occupational therapist occupational therapist A person trained to help people manage daily activities of living–dressing, cooking, etc, and other activities that promote recovery and regaining vocational skills Salary $51K + 4% bonus. See ADL. , speech therapist speech therapist Speech pathologist, speech/language therapist A health professional trained to evaluate and treat voice, speech, language, or swallowing disorders–eg, hearing impairment, that affect communication. See Speech pathology. , or hearing therapist. Because the care provided by these therapists is different, grouping the data in this manner precludes any meaningful conclusions about physical therapy. Identifying the characteristics of people who use physical therapy and the factors associated with its use is a useful first step in determining whether disparities exist in physical therapy use. Variation in physical therapy use, explained by factors other than health and need, would suggest that disparities may he present. Racial, ethnic, socioeconomic so·ci·o·ec·o·nom·ic adj. Of or involving both social and economic factors. socioeconomic Adjective of or involving economic and social factors Adj. 1. , and geographic disparities in health care delivery have been well documented in the literature. Numerous studies suggest that people of a lower socioeconomic status socioeconomic status, n the position of an individual on a socio-economic scale that measures such factors as education, income, type of occupation, place of residence, and in some populations, ethnicity and religion. (SES), racial and ethnic minorities, and certain geographic groups are not receiving necessary care or are receiving care of a lower quality. (23,24) More recent studies also have raised questions about disparities in health care provided to women, children, elderly people, and those with chronic illnesses. (23) Disparities in health care use are coupled with disparities in health. People of a lower SES and racial and ethnic minorities tend to be in poorer health than people of a higher SES and the majority Caucasian population. (23,24) Demographic trends also indicate that the gap between the richest and poorest households in America is widening and the rate of growth of some racial and ethnic minorities exceeds that of the rest of the population. (23) Disparities in our health care system are pervasive pervasive, adj indicates that a condition permeates the entire development of the individual. , and eliminating these disparities is a major priority of the US Department of Health and Human Services Noun 1. Department of Health and Human Services - the United States federal department that administers all federal programs dealing with health and welfare; created in 1979 Health and Human Services, HHS . (23) Although numerous studies have identified disparities in the use of a variety of health care services, whether or to what extent these disparities actually exist for physical therapy is largely unknown. Two studies that examined use of home health by older people suggest that living in a rural area may be a barrier to physical therapy access. (19,21) White-Means (22) also found that older African Americans African American Multiculture A person having origins in any of the black racial groups of Africa. See Race. with disabilities reported more incidences of medical conditions See carpal tunnel syndrome, computer vision syndrome, dry eyes and deep vein thrombosis. and disabilities, but had fewer visits to at least one type of therapist (ie, physical therapist, occupational therapist, speech therapist, or hearing therapist) than older Caucasian people with disabilities. Disparities or differences in the use of health care may not always be indicative of underuse underuse Health care The failure to provide a medical intervention when it is likely to produce a favorable outcome for a Pt–eg, failure to give influenza vaccine to an elderly Pt with DM. Cf Misuse, Overuse. of services. Regional differences in health care use and spending by Medicare beneficiaries, for example, are considered to be indicative of overuse overuse Health care The common use of a particular intervention even when the benefits of the intervention don't justify the potential harm or cost–eg, prescribing antibiotics for a probable viral URI. Cf Misuse, Underuse. of services in some parts of the United States United States, officially United States of America, republic (2005 est. pop. 295,734,000), 3,539,227 sq mi (9,166,598 sq km), North America. The United States is the world's third largest country in population and the fourth largest country in area. . Fisher et al (25) found that regional differences in Medicare spending, alter controlling for differences in cost and illness severity, are largely explained by differences in the use of inpatient services inpatient service Managed care A service provided to a hospitalized Pt. Cf Outpatient service. and specialists. Medicare beneficiaries who lived in higher-spending regions of the country used more inpatient services and saw more specialists. Quality of care, however, was no better for these beneficiaries relative to Medicare beneficiaries who lived in lower-spending regions. Findings such as these have implications in regard to controlling health care costs. The objectives of this study were: (1) to identify factors associated with physical therapy use by community-based older people and (2) to identify factors associated with the amount of physical therapy received. We considered these objectives an important first step in determining whether disparities in physical therapy use exist. Variation in physical therapy use and in the amount of physical therapy received, explained by factors other than health and need, would suggest potential underuse of services (ie, not getting necessary physical therapy) or overuse of services. Both situations can be detrimental--the former because quality of care is compromised, and the latter because of unnecessary health care costs. If disparities in physical therapy use are present, future endeavors should determine the underlying reasons for these disparities so that efforts to eliminate these disparities can be appropriately targeted. Method Data Source Data for this study were obtained from the MCBS. (26) The MCBS, sponsored by the Centers for Medicare and Medicaid Services The Centers for Medicare and Medicaid Services (CMS), previously known as the Health Care Financing Administration (HCFA), is a federal agency within the United States Department of Health and Human Services (DHHS) that administers the Medicare program and (CMS (1) See content management system and color management system. (2) (Conversational Monitor System) Software that provides interactive communications for IBM's VM operating system. ), is an ongoing, longitudinal lon·gi·tu·di·nal adj. Running in the direction of the long axis of the body or any of its parts. survey of a nationally representative cohort cohort /co·hort/ (ko´hort) 1. in epidemiology, a group of individuals sharing a common characteristic and observed over time in the group. 2. of Medicare recipients that was started in 1991. The primary goals of the MCBS are to determine costs for all health care services used by Medicare beneficiaries, including copayments, deductibles, and noncovered services; to determine all types of health insurance coverage and to relate coverage to payment for health care services; and to trace processes over time, such as changes in health status and the effects of Medicare program changes. Since 1994, the survey has been conducted using a rotating ro·tate v. ro·tat·ed, ro·tat·ing, ro·tates v.intr. 1. To turn around on an axis or center. 2. panel design with a target sample size of 12,000 people per year. Each fall, a new panel or group of beneficiaries is admitted to the survey and followed over the next 3 calendar years. The sample for the MCBS is drawn from CMS's Medicare enrollment files using a multistage sampling Multistage sampling is a complex form of cluster sampling. Using all the sample elements in all the selected clusters may be prohibitively expensive or not necessary. Under these circumstances, multistage cluster sampling becomes useful. strategy, which consists of first selecting 107 geographic areas of the United States, including Puerto Rico Puerto Rico (pwār`tō rē`kō), island (2005 est. pop. 3,917,000), 3,508 sq mi (9,086 sq km), West Indies, c.1,000 mi (1,610 km) SE of Miami, Fla. , that are representative of the nation. These geographic areas or primary sampling units (PSUs) consist of groups of counties and are used in national surveys to reduce the cost of traveling while maintaining national representation. Beneficiaries residing in these PSUs are then selected by systematic random sampling within the following age strata: 0 to 44 years, 45 to 64 years, 65 to 69 years, 70 to 74 years, 75 to 79 years, 80 to 84 years, and 85 years or over. Sampling rates vary by age in order to overrepresent disabled people (<65 years of age) and the oldest-old ([greater than or equal to]85 years of age). Because beneficiaries are selected without regard to type of residence, beneficiaries living in the community and long-term care facilities long-term care facility n. See skilled nursing facility. are represented. Sampled beneficiaries or appropriate proxies are interviewed in-person using computer-assisted personal interviewing. The survey instruments for community-based and facility-based beneficiaries differ to some degree. Because our study focused on community-based beneficiaries, the following description of the interview process is specific to community-based respondents In the context of marketing research, a representative sample drawn from a larger population of people from whom information is collected and used to develop or confirm marketing strategy. . The introductory interview, which occurs in the fall, introduces the respondents to the survey. During this interview, respondents are provided with a calendar to record details of health care use (inpatient, outpatient, home health) for the following year. They are encouraged to collect their Medicare and insurance statements, supporting bills, receipts, and prescriptions in preparation for the next interview. Baseline demographic information also is gathered during the first interview, along with information about health insurance, health status, functioning, access to care, and attitudes about medical care. Respondents are then interviewed 3 times per year for the next 3 calendar years to obtain detailed information on insurance coverage and the use and cost of all health care services received, including services not covered not covered Health care adjective Referring to a procedure, test or other health service to which a policy holder or insurance beneficiary is not entitled under the terms of the policy or payment system–eg, Medicare. Cf Covered. by Medicare. The calendar and the receipts and bills collected by the respondent In Equity practice, the party who answers a bill or other proceeding in equity. The party against whom an appeal or motion, an application for a court order, is instituted and who is required to answer in order to protect his or her interests. are specifically reviewed as part of the interview process. On a recurring re·cur intr.v. re·curred, re·cur·ring, re·curs 1. To happen, come up, or show up again or repeatedly. 2. To return to one's attention or memory. 3. To return in thought or discourse. annual basis each fall, information on health status, functioning, access to care, and attitudes about medical care is gathered. The MCBS interview data are linked to Medicare claims and administrative data to increase the analytic an·a·lyt·ic or an·a·lyt·i·cal adj. 1. Of or relating to analysis or analytics. 2. Expert in or using analysis, especially one who thinks in a logical manner. 3. Psychoanalytic. power of the data set. Combining the survey and claims data provides a more complete picture of health care use, costs, and sources of payment than either source alone. Because there are differences in the ways that medical goods and services In economics, economic output is divided into physical goods and intangible services. Consumption of goods and services is assumed to produce utility (unless the "good" is a "bad"). It is often used when referring to a Goods and Services Tax. are characterized char·ac·ter·ize tr.v. character·ized, character·iz·ing, character·iz·es 1. To describe the qualities or peculiarities of: characterized the warden as ruthless. 2. in the survey and in the Medicare claims records, some health care events are recorded in the survey only, some are represented in the claims data only, and some are represented in both. The MCBS staff has developed an elaborate set of reconciliation and imputation IMPUTATION. The judgment by which we declare that an agent is the cause of his free action, or of the result of it, whether good or ill. Wolff, Sec. 3. rules to present the most accurate picture possible of the use of and cost of health care services during the year. Public-use data sets from the MCBS are issued on a calendar-year basis and include the Access to Care file and the Cost and Use file. The Access to Care file contains annual information on beneficiaries' demographics The attributes of people in a particular geographic area. Used for marketing purposes, population, ethnic origins, religion, spoken language, income and age range are examples of demographic data. , insurance, health status, function, access to care, and attitudes about care. The file is augmented with Medicare claims data on the use and cost of Medicare services. The Cost and Use file, which also is augmented with Medicare chums data, provides complete expenditure and source of payment data on all health care services used by the beneficiary, including those not covered by Medicare. This file also contains information on demographics, insurance, health status, and function. Adler (27) and the CMS (26) provided a comprehensive profile of the MCBS, including more specific information on the sampling strategy, survey questions, and timing of data collection. Sample The analyses presented here are based on MCBS data for 1994-1998. The response rate over that 5-year period was approximately 70%. Tim sample was identified using the Cost and Use files and was restricted to people living in the United States who were 65 years of age or older and who were solely community-based (N=43,889). Because we were interested in the respondents' use of physical therapy during a period defined by the calendar year, we excluded respondents who died during the calendar year (n=1,787). Although health care use and expenditures tend to be higher in the last year of life, (28) we considered the subset A group of commands or functions that do not include all the capabilities of the original specification. Software or hardware components designed for the subset will also work with the original. of beneficiaries who died during the calendar year to differ in enough ways from individuals who did not die during the calendar year to justify their exclusion. We also eliminated individuals who did not have any type of physician encounter (ie, in any type of inpatient or outpatient setting) during the calendar year (n=1,790). We limited the sample to people who had at least one physician encounter, because Medicare requires a physician referral physician referral A physician's recommendation to a Pt to consult another physician for a 2nd opinion. Cf Self-referral. for physical therapy and because the physical therapist practice acts of many states require that physical therapists only treat patients referred by a physician. Because we were specifically interested in identifying factors associated with physical therapy use, and not physician use, we reasoned that including respondents who had no physician encounters during the calendar year would confound con·found tr.v. con·found·ed, con·found·ing, con·founds 1. To cause to become confused or perplexed. See Synonyms at puzzle. 2. the interpretation of our results. This was confirmed by the fact all subjects in the sample who had one or more physical therapy events also had one or more physician encounters. Approximately 5% of the records were eliminated because of missing data on demographic or health-related characteristics, for a final sample of 38,312 person-years. The term "person-years" can be used to indicate that the same individuals are represented in more than 1 year. Because the MCBS follows beneficiaries over a 3-year period and because the time frame for our analysis was the calendar year, some respondents were included in the sample once (n=8,026), some were included twice (n=6,317), and some were included 3 times (n=5,884). Our sample of 38,312 person-years, therefore, came from data on 20,227 individuals. We chose to include subjects more than once to increase our sample size and because we could account for this in our data analysis. Furthermore, because the MCBS sample for each calendar year is nationally representative, inclusion of the same subject for more than 1 year is appropriate. Analytic Framework The analytic framework for this study derives from Andersen and Newman's behavioral behavioral pertaining to behavior. behavioral disorders see vice. behavioral seizure see psychomotor seizure. model of health care use. (29) This model is the most widely adopted framework for studying health care use and is the most amenable AMENABLE. Responsible; subject to answer in a court of justice liable to punishment. conceptualization con·cep·tu·al·ize v. con·cep·tu·al·ized, con·cep·tu·al·iz·ing, con·cep·tu·al·iz·es v.tr. To form a concept or concepts of, and especially to interpret in a conceptual way: for framing secondary analyses. (30) The model views the use of health care as a function of the predisposing, enabling, and need characteristics of the individual. The predisposing component reflects the fact that some individuals have a greater propensity to use health care than others. Predisposing characteristics include sociodemographic characteristics and attitudes and beliefs about health care. Predisposing characteristics, in and of themselves, are not directly responsible for health care use. For example, race is not considered a reason for seeking health care. Rather, people of different races have different experiences, beliefs, and attitudes that affect their health care use. Although individuals may be predisposed pre·dis·pose v. pre·dis·posed, pre·dis·pos·ing, pre·dis·pos·es v.tr. 1. a. To make (someone) inclined to something in advance: to use health care services, they must have some means for obtaining them. This is reflected by the enabling component, which includes family resources, such as income and insurance coverage, and community resources, such as the supply of health care providers. Assuming the presence of predisposing and enabling characteristics, the individual must perceive illness or the probability of its occurrence for the use of health care services. This is reflected in the need component. The need component is considered the most immediate cause of health care use and can include a variety of measures that reflect the individual's health (eg, self-reported function, comorbidities, symptoms). The specific variables we chose to represent the predisposing, enabling, and need characteristics of subjects are presented in the next section. Our choice of variables was based on Andersen and Newman's model, the data available in the MCBS, the designs of previous studies that used secondary data to examine factors associated with the health care use, our experience and knowledge in the area of health care use and access, and the primary author's (JKF's) clinical experience. Study Variables Descriptive statistics descriptive statistics see statistics. for tire study variables are presented in Table 1. A majority of the variables were dichotomous di·chot·o·mous adj. 1. Divided or dividing into two parts or classifications. 2. Characterized by dichotomy. di·chot or categorical That which is unqualified or unconditional. A categorical imperative is a rule, command, or moral obligation that is absolutely and universally binding. Categorical is also used to describe programs limited to or designed for certain classes of people. . All of the data, with the exception of data for 5 variables, were extracted from the Cost and Use files. Dependent variables. The 3 dependent variables were: (1) any physical therapy use during the year (yes/no), (2) number of physical therapist visits for the year, and (3) cost of physical therapy for the year. The physical therapist visits for the year represent inpatient (acute and subacute subacute /sub·acute/ (-ah-kut´) somewhat acute; between acute and chronic. sub·a·cute adj. Between acute and chronic. ), outpatient, and home health visits. The physical therapy cost variable was the sum of fees that were paid by insurance, paid by the respondent out-of-pocket, and not paid for each physical therapist visit for the year. Physical therapy cost data were missing for 6% of the physical therapist visits. Predisposing characteristics. Predisposing characteristics were represented by age, sex, race, ethnicity ethnicity Vox populi Racial status–ie, African American, Asian, Caucasian, Hispanic , and amount of education. Age was treated as a categorical variable. Variables that represented subjects' attitudes about medical care in the fall prior to the study year also were included to represent attitudes that may predispose pre·dis·pose v. To make susceptible, as to a disease. the subject to use more or less health care during the study year. Each year, in the fall round, subjects are asked to respond to 6 statements regarding their satisfaction with medical services received from all physicians and hospitals over the past year. They also are asked to respond to 6 statements regarding the care provided by their usual health care provider. These statements are presented in the Appendix. A principal components factor analysis with varimax rotation (31) was conducted to determine if the statements regarding satisfaction with medical services and attitudes about usual care represented 9 distinct constructs. Based on the eigenvalue eigenvalue In mathematical analysis, one of a set of discrete values of a parameter, k, in an equation of the form Lx = kx. Such characteristic equations are particularly useful in solving differential equations, integral equations, and systems of greater than one rule and examination of the scree plot, (31) 2 factors were retained. Statements regarding satisfaction with medical services loaded most heavily on one factor, with all factor loadings being [greater than or equal to]0.72. Statements regarding usual care loaded most heavily on the other factor, with all factor loadings being [greater than or equal to]0.58. The factor loadings are presented in Table 2. Based on the results of the factor analysis, and for sake of parsimony par·si·mo·ny n. 1. Unusual or excessive frugality; extreme economy or stinginess. 2. Adoption of the simplest assumption in the formulation of a theory or in the interpretation of data, especially in accordance with the rule of , the statement that loaded most heavily on each factor was chosen to represent that construct. Satisfaction with medical services was represented by the subjects' response to the following: "Tell me how satisfied have you been with the information given to you about what was wrong with you." Ordinal (mathematics) ordinal - An isomorphism class of well-ordered sets. responses ranged from "very satisfied" (1) to "very unsatisfied" (4). This statement had a factor loading of 0.79. Attitudes about usual care were represented by the subjects' response to the following: "Tell me how strongly you agree or disagree with Verb 1. disagree with - not be very easily digestible; "Spicy food disagrees with some people" hurt - give trouble or pain to; "This exercise will hurt your back" this statement: The doctor(s) answers all of your questions." Ordinal responses ranged from "strongly agree" (1) to "strongly disagree" (4). This statement had a factor loading of 0.78. Enabling characteristics. Enabling characteristics included income, which was treated as a categorical variable, and several dichotomous variables to represent insurance coverage, whether the subject had a usual source of care, whether someone accompanied the subject on physician visits, and whether the subject had a problem and did not see a physician. The latter variable was created based on the subjects' response (yes/no) to the following question: "During this year, did you ever have any health problem or condition about which you think you should have seen a doctor or other medical person, but did not?" Other enabling characteristics included a dichotomous variable to indicate whether the subject lived in a metropolitan area and a categorical variable to indicate the census division The term Census division or Census Division is officially used for the Census divisions of Canada and the Census divisions of the United States. • • in which the subject lived. Numerous studies have documented variation in health service use based on geographic location. (32) A measure of physical therapist supply in the county where the subject lived also was included. This variable was created using data from the 1997 Area Resource File. (33) A long history of health services research Health services research is the multidisciplinary field of scientific investigation that studies how social factors, financing systems, organizational structures and processes, health technologies, and personal behaviors affect access to health care, the quality and cost of health care, has shown a positive correlation Noun 1. positive correlation - a correlation in which large values of one variable are associated with large values of the other and small with small; the correlation coefficient is between 0 and +1 direct correlation between resource availability and use of services. (34) Need characteristics. Need characteristics included measures of comorbidity, general health, difficulty with physical function, and difficulty with activities of daily living (ADL) and instrumental activities of daily living instrumental activities of daily living A series of life functions necessary for maintaining a person's immediate environment–eg, obtaining food, cooking, laundering, housecleaning, managing one's medications, phone use; IADL measures a (IADL IADL Instrumental activities of daily living, see there ). For a majority of the subjects, these data were collected in the latter 4 months of each year. These measures, therefore, may have been obtained before physical therapy started, during the course of physical therapy, or after physical therapy had ended. Although we had the option of using data from the previous fall (ie, using measures of health and function in the year prior to physical therapy use) these data are limited because they are likely reflective Refers to light hitting an opaque surface such as a printed page or mirror and bouncing back. See reflective media and reflective LCD. of the subjects' health prior to some change in health that would have led to physical therapy use. We considered the measures of health and function obtained in the same year as physical therapy use to be the "better" indicators of need, recognizing the limitations of these measures due to the potential temporal Having to do with time. Contrast with "spatial," which deals with space. problems. The MCBS survey asks whether the subject has a history of any of the following comorbidities: stroke, hip fracture hip fracture Orthopedic surgery A femoral fracture which affects 1/6 white ♀–US during life Epidemiology 250,000/yr–US Specifics Proximal femur; 90+% femoral neck, intertrochanteric; 5-10% are subtrochanteric Risk factors Tall, thin ♀, , arthritis arthritis, painful inflammation of a joint or joints of the body, usually producing heat and redness. There are many kinds of arthritis. In its various forms, arthritis disables more people than any other chronic disorder. , osteoporosis osteoporosis (ŏs'tēō'pərō`sĭs), disorder in which the normal replenishment of old bone tissue is severely disrupted, resulting in weakened bones and increased risk of fracture; osteopenia , partial paralysis paralysis or palsy (pôl`zē), complete loss or impairment of the ability to use voluntary muscles, usually as the result of a disorder of the nervous system. , atherosclerosis atherosclerosis (ăth'ərōsklərō`sĭs): see arteriosclerosis. atherosclerosis or hardening of the arteries , hypertension hypertension or high blood pressure, elevated blood pressure resulting from an increase in the amount of blood pumped by the heart or from increased resistance to the flow of blood through the small arterial blood vessels (arterioles). , heart condition, cancel (excluding skin cancer), diabetes, Alzheimer disease Alzheimer disease Degenerative brain disorder. It occurs in middle to late adult life, destroying neurons and connections in the cerebral cortex and resulting in significant loss of brain mass. , Parkinson disease Parkinson Disease Definition Parkinson disease (PD) is a progressive movement disorder marked by tremors, rigidity, slow movements (bradykinesia), and posture instability. , respiratory problems, and extremity extremity /ex·trem·i·ty/ (eks-trem´i-te) 1. the distal or terminal portion of elongated or pointed structures. 2. limb. ex·trem·i·ty n. 1. amputation amputation (ăm'pyətā`shən), removal of all or part of a limb or other body part. Although amputation has been practiced for centuries, the development of sophisticated techniques for treatment and prevention of infection has greatly . One variable represented the total number of comorbidities the subject had out of the 14 listed. Dichotomous variables also were included to indicate whether the subject had a history of stroke, hip fracture, arthritis, osteoporosis, or partial paralysis. These comorbidities were chosen because they are conditions that are often managed by a physical therapist. Dichotomous variables for Parkinson disease and amputation were not included because less than 1% of the subjects had either of these comorbidities. Subjects rated their general health by responding to the following question: "In general, compared with other people your age, how would you rate your health?" Response choices were "excellent," "very good," "good," "fair," and "poor." Based on the distribution of responses, this variable was dichotomized into "'general health good or better" and "general health fair or poor." Physical function was assessed by asking subjects how much difficulty they had, on average, with the following 4 activities: (1) stooping stoop 1 v. stooped, stoop·ing, stoops v.intr. 1. To bend forward and down from the waist or the middle of the back: had to stoop in order to fit into the cave. , crouching, or kneeling, (2) lifting or canting cant 1 n. 1. Angular deviation from a vertical or horizontal plane or surface; an inclination or slope. 2. A slanted or oblique surface. 3. a. A thrust or motion that tilts something. objects as heavy, as 10 lb (4.5 kg), (3) reaching or extending arms above shoulder level, and (4) walking 2 to 3 blocks. Response choices were "no difficulty" (1), "little difficulty" (2), "some difficulty" (3), "lot of difficulty" (4), and "unable to do" (5). Walking 2 to 3 blocks was excluded from the analyses because this variable was highly correlated cor·re·late v. cor·re·lat·ed, cor·re·lat·ing, cor·re·lates v.tr. 1. To put or bring into causal, complementary, parallel, or reciprocal relation. 2. with the stooping, crouching, or kneeling variable (r = .70) and because the MCBS addresses walking in questions about ADL. The MCBS asks a series of questions about ADL tasks (bathing, dressing, eating, getting in or out of a chair, walking, using the toilet) and IADL tasks (using telephone, doing light housework, doing heavy housework, preparing meals, shopping, managing money). The questions about ADL tasks determined whether the subject had any difficulty with the activity, whether the subject used any equipment to assist with the activity, and whether the subject required any help with the activity. Two mutually exclusive Adj. 1. mutually exclusive - unable to be both true at the same time contradictory incompatible - not compatible; "incompatible personalities"; "incompatible colors" , dichotomous variables were created to summarize sum·ma·rize intr. & tr.v. sum·ma·rized, sum·ma·riz·ing, sum·ma·riz·es To make a summary or make a summary of. sum the responses to the ADL questions. One variable indicated whether the subject received help with one or more ADL tasks. The second variable indicated whether subjects who did not receive help with any ADL tasks had difficulty with one or more ADL tasks, Difficulty was defined as subject-reported difficulty or use of equipment for the activity. Two similar dichotomous variables were created to summarize responses to the IADL questions. One variable indicated whether the subject received help with one or more IADL tasks. The second variable indicated whether subjects who did not receive help with IADL tasks had difficulty with one or more IADL tasks. Difficulty was defined as subject-reported difficulty only because there were no questions regarding use of equipment for IADL tasks. The ADL and IADL data were coded in this manner based on the distribution of responses and because there are data to suggest a hierarchical A structure made up of different levels like a company organization chart. The higher levels have control or precedence over the lower levels. Hierarchical structures are a one-to-many relationship; each item having one or more items below it. association with loss of abilities with ADL and IADL tasks (ie, subjects first have difficulty with an activity and then require help with the activity). (35) Finally, 3 dichotomous variables were created to indicate whether a subject had one or more inpatient admissions, one or more home health events, or one or more subacute admissions (skilled nursing facility skilled nursing facility n. Abbr. SNF An establishment that houses chronically ill, usually elderly patients, and provides long-term nursing care, rehabilitation, and other services. , long-term care facility, or rehabilitation hospital Hospital devoted to the rehabilitation of patients with various neurologic, musculoskeletal, orthopedic and other medical conditions following stabilization of their acute medical issues. ) during the study year. Data Analysis A total of 3 analyses were conducted, a logistic regression In statistics, logistic regression is a regression model for binomially distributed response/dependent variables. It is useful for modeling the probability of an event occurring as a function of other factors. analysis and 2 ordinary least squares (OLS OLS Ordinary Least Squares OLS Online Library System OLS Ottawa Linux Symposium OLS Operation Lifeline Sudan OLS Operational Linescan System OLS Online Service OLS Organizational Leadership and Supervision OLS On Line Support OLS Online System ) regression regression, in psychology: see defense mechanism. regression In statistics, a process for determining a line or curve that best represents the general trend of a data set. analyses. First, a logistic regression analysis was conducted to identify predisposing, enabling, and need characteristics associated with any physical therapy use during the year (N = 38,312 person-years). The significance level fin the analysis was set al P [less than or equal to] .05. For the subsample sub·sam·ple n. A sample drawn from a larger sample. tr.v. sub·sam·pled, sub·sam·pling, sub·sam·ples To take a subsample from (a larger sample). of people who had at least one physical therapist visit during the year (n = 1,840 person-years), 2 OLS regression analyses were conducted to identify predisposing, enabling, and need characteristics associated with amount of physical therapy received. The dependent variables for these analyses were: (1) the natural log of the total number of physical therapist visits during the year and (2) the natural log of the total cost of physical therapy for the year. The physical therapist visits and physical therapy cost variables were log-transformed to decrease the influence of outliers. Prior to transformation, total cost of physical therapy was adjusted to 1996 costs using the Consumer Price Index. (36) Because the OLS regression models lacked power due to the small sample size, statistical significance was set at P <. 10. The sequential approach of first modeling the use of physical therapy and then modeling the intensity of use conditional on any physical therapy is sometimes referred to as a "hurdle HURDLE, Eng. law. A species of sledge, used to draw traitors to execution. model" and is a relatively common approach for modeling health care utilization. (37) As noted previously, a majority of the independent variables were dichotomous or categorical in nature. When conducting multivariate The use of multiple variables in a forecasting model. analyses with such variables, interpretation of the results is based on a referent ref·er·ent n. A person or thing to which a linguistic expression refers. Noun 1. referent - something referred to; the object of a reference . For dichotomous variables with a "yes/no" response, such as history of arthritis, the referent is those individuals without the characteristic (eg, those without arthritis). For categorical variables, the referent must be chosen by the analyst. For the categorical independent variables that were ordinal (ie, age, income), we chose the lowest category (ie, 65-69 years of age, [less than or equal to] $10,000) as our referent for all analyses. For categorical variables that were not ordinal (ie, census division, race), we chose the category with the greatest representation as the referent (ie, South Atlantic division Atlantic Division is:
Dummy variables This article is not about "dummy variables" as that term is usually understood in mathematics. See free variables and bound variables. In regression analysis, a dummy variable were included in all 3 models to account for year effects and missing data on the satisfaction and access to care variables. All analyses were conducted in Stata Stata (Statistics/Data Analysis) is a statistical program created in 1985 by Statacorp that is used by many businesses and academic institutions around the world. Most of its users work in research, especially in the fields of economics, sociology, political science, and (version 8.0) * using the survey commands, (38) which accounted for the sampling weights, the clustering of observations within PSUs, and the sampling of subjects within age strata. With population-based surveys such as the MCBS, sampling weights, clustering, and stratification stratification (Lat.,=made in layers), layered structure formed by the deposition of sedimentary rocks. Changes between strata are interpreted as the result of fluctuations in the intensity and persistence of the depositional agent, e.g. must be accounted for in order to obtain accurate point estimates and standard errors. Results Logistic Regression Analysis The results of the logistic regression analysis are presented in Table 3. Twelve of the 17 need characteristics had statistically significant odds ratios (ORs) (P [less than or equal to] .05). Several of the enabling and predisposing characteristics also had significant ORs. An OR greater than 1 implies that the event, in this case the use of physical therapy, is more likely to occur far subjects who have that characteristic than for those who do not have that characteristic. That is, the characteristic is positively associated with the occurrence of the event. An OR of less than 1 implies that the event is less likely to occur for subjects who have the characteristic than for those who do not have that characteristic or that the characteristic is negatively associated with the occurrence of the event. For example, history of arthritis was positively associated with physical therapy use (OR = 1.73), whereas number of comorbidities was negatively associated with physical therapy use (OR = 0.94). When the occurrence of the event is infrequent in·fre·quent adj. 1. Not occurring regularly; occasional or rare: an infrequent guest. 2. (ie, <10%), the OR can be interpreted as a relative risk. Considering the OR for people with a history of arthritis, we interpret this as meaning that people with a history of arthritis were 73% more likely to use physical therapy relative to people without a history of arthritis. An OR of 0.94 for number of comorbidities can interpreted as follows: far each one-unit increase in the number of comorbidities subjects had, the likelihood of physical therapy use decreased by 6%. Ordinary Least Squares Regression Analyses The results of the OLS regression analyses, which explored factors associated with the amount of physical therapy received for those who received any physical therapy (n = 1,840 person-years), are presented in Table 4. Because there were missing cost data, the analysis with cost as the dependent variable was based on a sample size of 1,737 person-years. Positive coefficients mean that the amount of physical therapy received or the cost of physical therapy was greater for the given characteristic. Negative coefficients mean that the amount of physical therapy received or the cost of physical therapy was lower for the given characteristic. Only one need characteristic was statistically significant in these analyses (P [less than or equal to] .05). People who needed help with ADL tasks had higher physical therapy costs compared with those who did not need help. The beta coefficient for this variable was .27. Because the dependent variable was the natural log of physical therapy costs, this coefficient coefficient /co·ef·fi·cient/ (ko?ah-fish´int) 1. an expression of the change or effect produced by variation in certain factors, or of the ratio between two different quantities. 2. can be interpreted as follows: people who needed help with ADL tasks had physical therapy costs that were 27% higher than the physical therapy costs of those who did not need help. Several enabling characteristics were significantly associated with the number of physical therapist visits or total cost of physical therapy (P [less than or equal to] .05). In regard to predisposing characteristics, African-American race was the only variable significantly associated with physical therapy costs and physical therapist visits. Discussion and Conclusions This is the first study that has identified factors associated with physical therapy use in a nationally representative sample of community-based older people. As we expected, several need characteristics were associated with any physical therapy use during the year. These findings are consistent with Andersen and Newman's model of health care use, which identifies need characteristics as the most immediate cause of health care use. (29) Having one or more inpatient, subacute, or home health events had the strongest associations with physical therapy use, with ORs ranging from 1.73 to 2.05. This finding is not surprising because these variables are proxies for a change in health status that may lead to the need for physical therapy. The hierarchical nature of the relationships between the ADL and IADL variables also seemed appropriate. People who had difficulty or received help with one or more ADL tasks were 52% to 53% more likely to use physical therapy relative to people who did not have difficulty or receive help (Ors = 1.52 and 1.53, respectively). In addition, people who needed help with one or more IADL tasks were 23% more likely to use physical therapy relative to those who did not need help (OR = 1.23). The relationship between physical therapy use and difficulty with physical function also was what we expected to find. People with more difficulty stooping or reaching over their head were more likely to use physical therapy compared with those who had little difficulty stooping or reaching over their head (Ors = 1.17 and 1.12, respectively). Amount of difficulty lifting 10 lb was not associated with physical therapy use. One likely explanation for this finding is that difficulty lifting was correlated with difficulty reaching overhead (Pearson r = .57). When 2 independent variables are correlated or collinear col·lin·e·ar adj. 1. Passing through or lying on the same straight line. 2. Containing a common line; coaxial. col·lin , the effect of one may be masked A state of being disabled or cut off. by the effect of the other in multiple regression Multiple regression The estimated relationship between a dependent variable and more than one explanatory variable. analyses. Although number of comorbidities was negatively associated with any physical therapy use, people with a history of arthritis, osteoporosis, or partial paralysis--diagnoses commonly treated by physical therapists--were more likely to have used physical therapy during the year relative to individuals without a history of these diagnoses. Hip fracture and stroke, however, were not associated with physical therapy use. One explanation for these findings is that the questions on comorbidities are not specific to the study year. For example, in regard to hip fracture, subjects were asked if a physician has ever told them they had a broken hip. Strokes also can range in severity from minor events that may not require physical therapy to severe, disabling dis·a·ble tr.v. dis·a·bled, dis·a·bling, dis·a·bles 1. To deprive of capability or effectiveness, especially to impair the physical abilities of. 2. Law To render legally disqualified. events that do require physical therapy. Only one need characteristic was associated with amount of physical therapy received as measured by physical therapy costs. People who needed help with ADL tasks had higher physical therapy costs relative to people who did not need help with ADL tasks. Guralnik and colleagues (39) found a substantial increase in the cost of health care for community-based Medicare beneficiaries transitioning from independence with ADL tasks to requiring help with one or more ADL tasks. Chan et al (40) also found that total median health care costs for Medicare beneficiaries increased as ADL limitations increased and were due to an increase in the frequency of health care events (ie, inpatient, outpatient, or home health). In our study, physical therapy costs were positively associated with needing help with ADL tasks, but there was no association between ADL help and number of physical therapist visits. People who were more socioeconomically advantaged were more likely to receive physical therapy than people who were less socioeconomically advantaged. Patients with incomes over $50,000, for example, were more than 100% more likely to receive physical therapy than patients with incomes of $10,000 or less (OR = 2.05), and each additional year of education increased the likelihood of physical therapy use by 5% (OR = 1.05). Patients with supplemental private insurance were 31% more likely to receive physical therapy than patients without such insurance (OR = 1.31). Income and supplemental insurance also were positively associated with number of physical therapist visits or physical therapy costs. Other researchers who have examined the influence of socioeconomic factors on health care use by older people have reported similar findings. (17,41-44) Although managed care is often considered a barrier to health care access, subjects who participated in a managed care plan were 17% more likely to use physical therapy than subjects who did not participate in a managed care plan. Subjects who participated in managed care plans, however, incurred lower physical therapy costs than subjects who did not participate in managed care plans. The number of physical therapist visits was not affected by participating in a managed care plan. Physical therapist supply was positively associated with physical therapy use and had a weaker, but still positive, association with amount of physical therapy received. A possible explanation for these findings is that a greater local availability of physical therapists may lead to shorter waits and greater flexibility in scheduling, which could potentially increase the use of physical therapy. Physicians also may be more likely to refer marginal cases (ie, patients who may or may not get better with physical therapy) if physical therapist supply in the area is sufficient. Hunter (45) argued that supply determines utilization and demand. That is, if physical therapists are available, then patients will be found to see them. Freburger et al, (46) using a crude measure of physical therapist supply based on census region and metropolitan status, found that physical therapist supply was positively associated with the likelihood of physicians making physical therapist referrals for adults with musculoskeletal disorders Musculoskeletal disorders (MSDs) can affect the body's muscles, joints, tendons, ligaments and nerves. Most-work related MSDs develop over time and are caused either by the work itself or by the employees' working environment. . Joling et al (47) reported the curious finding of a negative association between physical therapist supply and physical therapy use in their analysis of people with musculoskeletal musculoskeletal /mus·cu·lo·skel·e·tal/ (-skel´e-t'l) pertaining to or comprising the skeleton and muscles. mus·cu·lo·skel·e·tal adj. Relating to or involving the muscles and the skeleton. complaints. Their measure of physical therapist supply, however, was based on number of physical therapists per square kilometer kilometer one thousand (103) meters; 3280.83 feet; five-eighths of a mile; abbreviated km. and did not take into account the number of people living in the area. Having a usual source of care did not affect whether a subject saw a physical therapist, but having someone accompany the subject to a physician did. Subjects who were accompanied on physician visits were 2,5% less likely to receive physical therapy than subjects who were not accompanied on physician visits. One possible explanation for this finding is that subjects who rely on others for transportation may have to forgo less critical services such as physical therapy. Metropolitan status was not related to any physical therapy use during the year, but people living in a metropolitan area who received physical therapy had a greater number of visits and incurred greater costs than people living in nonntetropolitan areas. These findings are similar to those reported by other researchers who have examined the effect of metropolitan status on health care use among older people. (17,20,41,42,48) There was some geographic variation in physical therapy use and amount of physical therapy received (as measured by cost and number of visits). Relative to the South Atlantic census division, physical therapy use was less in the East South Central census division and greater in the Pacific census division, and amount of physical therapy received was less in the West North Central and West South Central census divisions. Two recent studies on nationally representative samples of Medicare beneficiaries indicated that geographic variation in health care use and spending continues to be present and is not entirely explained by differences in illness severity or cost of medical services. (25,49) Some of the literature on geographic variation in health care use also suggests that variation is particularly high for more discretionary treatments (eg, elective surgery elective surgery Surgery Any operation that can be performed with advanced planning–eg, cholecystectomy, hernia repair, colonic resection, coronary artery bypass ) that lack strong scientific evidence of efficacy. (25,32,50) For such treatments, physicians' preferences, attitudes, and past experiences may influence whether they offer it to their patients. In many cases, physical therapy can be considered a discretionary treatment that lacks strong scientific evidence of efficacy. Access to physical therapy, therefore, is likely influenced by physicians' attitudes and preferences, especially because Medicare reimburses only for physical therapy prescribed pre·scribe v. pre·scribed, pre·scrib·ing, pre·scribes v.tr. 1. To set down as a rule or guide; enjoin. See Synonyms at dictate. 2. To order the use of (a medicine or other treatment). by a physician. In addition to education, which was positively associated with physical therapy use, age was a predisposing characteristic inversely in·verse adj. 1. Reversed in order, nature, or effect. 2. Mathematics Of or relating to an inverse or an inverse function. 3. Archaic Turned upside down; inverted. n. 1. related to physical therapy use. Relative to people 65 to 69 years of age, people 80 years of age and older were less likely to use physical therapy. Although health care use and disability increase with age, (1,51,52) these variables were controlled for, to some degree, in the analyses. For example, we had a variable to represent whether subjects had one or more inpatient admissions and a variable to represent difficulty with ADL tasks. Age, therefore, may be a proxy for some other unmeasured need characteristic. Male sex also approached statistical significance and was negatively associated with physical therapy use (OR = 0.86). We found no evidence of disparities in physical therapy use due to minority status (ie, being African American or Hispanic). In many areas of health care, even after controlling for SES, racial and ethnic disparities in health care use remain. (23) Being African American, however, was associated with an increase in the amount of physical therapy received for both number of physical therapist visits and physical therapy costs. This finding may be related to unmeasured need characteristics. Some chronic diseases (eg, diabetes) are more prevalent in African-American adults than in Caucasian adults. (53) There also was no evidence of a relationship between satisfaction with health care and physical therapy use. This finding may be due to the generally high levels of satisfaction reported by subjects when asked about the health care they received and their usual health care provider. For example, the mean response to the satisfaction question included in our analysis was 1.87 (between 1 ["very satisfied"] and 2 ["satisfied"]). The mean values for the other satisfaction questions (Appendix) were similar. Limitations This study has several limitations. First, the analyses were limited by the data available. There are likely other unreported characteristics that would explain variation in physical therapy use. Personal preferences, for example, were not represented in the analyses, nor were more specific measures of need such as the ability to do recreational activities. Many of the subjects in the sample had little to no difficulty with ADL tasks, IADL tasks, and physical function. A second limitation is that much of the data was based on subject reports, which may be affected by recall bias. Several strategies are used to improve subjects' recall on health care use, including: interviewing subjects 3 times per year, providing subjects with a calendar to record health care use, and encouraging subjects to collect insurance statements and bills in preparation for the next interview. (26) Data on survey-reported health care use also are matched to administrative records to correct for underreporting and other errors. (54) A third limitation is the cross-sectional nature of the analyses. The timing of physical therapy use relative to the time at which ADL, IADL, and physical function abilities were reported was not accounted for in the analyses. Physical therapy use may have occurred before, during, or after data on the subjects' ADL, IADL, and physical function abilities were collected. Despite this limitation, we conclude that, on average, older people who were more likely to require help or have difficulty with ADL and IADL tasks were more likely to use physical therapy than older people who did not require help or have difficulty with ADL and IADL tasks. The analyses were limited to community-based older people. Use of physical therapy may be very different for older people living in long-term care facilities. In addition, our analyses were limited to people who had at least one physician encounter. Only a small number of subjects did not have a physician encounter during the year (n= 1,790 person-years), and a post hoc post hoc adv. & adj. In or of the form of an argument in which one event is asserted to be the cause of a later event simply by virtue of having happened earlier: analysis including these people did not alter our findings. A final limitation was that physical therapy use was an infrequent event among the sample, which decreased the statistical power and limited the findings in the OLS regression analyses. Limitations notwithstanding, we believe that our study makes a valuable contribution by addressing an area of health care use that has received little attention. As has been reported in many other areas of health care, the results of our study suggest there may be disparities in access to and use of physical therapy. In an ideal world with no barriers to health care access, appropriate provision of services by providers, and assuming patient preferences were not a factor, need and need alone should explain variation in health care use. People with more severe diagnoses or illnesses would use more health care than people without known disabilities or pathology pathology, study of the cause of disease and the modifications in cellular function and changes in cellular structure produced in any cell, organ, or part of the body by disease. or people with less severe diagnoses or illnesses. Although several of the need characteristics were associated with physical therapy use, several enabling and predisposing characteristics were associated with physical therapy use or amount of physical therapy received. These findings suggest potential underuse or overuse of physical therapy by community-based older people. Suggestions for Future Research Our findings can serve as a point of departure for future efforts and studies examining issues related to physical therapy use and access. Even with the "universal coverage" of Medicare, we found that people with a lower income, people who were less educated, and people without supplemental private insurance were less likely to use physical therapy. Because people of a lower SES tend to be in poorer health, (23,24) data indicating they use less health care than people of a higher SES are typically considered to be indicative of problems with access (ie, not receiving necessary care). Initial efforts to address disparities in physical therapy access for Medicare beneficiaries 65 years of age and older should focus on beneficiaries in lower socioeconomic brackets brackets: see punctuation. and should attempt to identify the underlying reasons why these beneficiaries may use less physical therapy. Other areas that may be of particular relevance based on the results of our study and the literature are the effects of metropolitan status and Medicare managed care on physical therapy use. Variation in physical therapy use by geographic location and physical therapist supply also should be explored further. Geographic variation in health care use and variation due to health care provider supply has prompted payers and policymakers to question whether there is overuse or underuse of health care in certain parts of the country and have led to efforts such as clinician clinician /cli·ni·cian/ (kli-nish´in) an expert clinical physician and teacher. cli·ni·cian n. profiling and clinical practice guidelines clinical practice guidelines Clinical policies, practice guidelines, practice parameters, practice policies Medtalk Systematically developed statements to assist practitioner and Pt decisions about appropriate health care for specific clinical circumstances. See Psychology. . (32) One of the biggest challenges in improving health care delivery and quality is determining the "right" amount of health care to deliver (ie, distinguishing clinically indicated and efficacious ef·fi·ca·cious adj. Producing or capable of producing a desired effect. See Synonyms at effective. [From Latin effic services from those that are not). Only then can it be determined whether people face barriers to receiving services that are medically necessary medically necessary Managed care adjective Referring to a covered service or treatment that is absolutely necessary to protect and enhance the health status of a Pt, and could adversely affect the Pt's condition if omitted, in accordance with accepted . Future studies, therefore, should begin to determine what is considered the appropriate amount and type of physical therapy for given diagnoses. In their first National Healthcare Disparities Report published in July 2003, the Agency for Healthcare Research and Quality Agency for Healthcare Research and Quality, n.pr formerly known as the Agency for Health Care Policy and Research, this agency researches the quality of medical care and health services. reported that the data strongly indicate that disparities exist in many areas of health care delivery. (23) Knowledge of why these disparities exist, however, is quite limited. (23) Our study provides initial data to suggest that disparities in the use of physical therapy are present. Our study also provides information that can be used to target future efforts to identify and understand why these disparities exist, with the ultimate goal of eliminating these disparities. Appendix. Medicare Current Beneficiary Survey (MCBS) MCBS statements about satisfaction with medical services We're interested in how you feel about the medical services you received over the past year from medical doctors and hospitals. Please tell me how satisfied you have been with the following (response categories are very satisfied, satisfied, unsatisfied, very unsatisfied): 1. The overall quality of medical services you have received in the last year. (mcqual) 2. The ease and convenience of getting to a doctor from where you live. (mcease) 3. The out-of-pocket costs out-of-pocket costs Managed care Health care costs that a covered person must pay out of pocket–eg, coinsurance, deductibles, etc. See Copayment. you paid for medical services. (mccosts) 4. The information given to you about what was wrong with you. (mcinfo) 5. The follow-up care you received after an initial treatment or operation. (mcfolup) 6. The concern of doctors for your overall health rather than just for an isolated symptom symptom /symp·tom/ (simp´tom) any subjective evidence of disease or of a patient's condition, i.e., such evidence as perceived by the patient; a change in a patient's condition indicative of some bodily or mental state. or disease. (mcconcrn) MCBS statements about usual care provider Think about the care you receive from your usual health care provider. For each Statement tell me whether you strongly agree, agree, disagree, or strongly disagree. 1. The doctor(s) often seems to be in a hurry. (ushurry) 2. The doctor (s) often does not explain your medical problem to you. (usexp) 3. The doctor(s) often acts as though he is doing you a favor by talking to Noun 1. talking to - a lengthy rebuke; "a good lecture was my father's idea of discipline"; "the teacher gave him a talking to" lecture, speech rebuke, reprehension, reprimand, reproof, reproval - an act or expression of criticism and censure; "he had to you. (usfavor) 4. The doctor(s) tells you all you want to know about your condition or treatment. (ustell) 5. The doctor (s) answers all your questions. (usans) 6. You have great confidence in your doctor(s). (usconf)
Table 1.
Descriptive Statistics on Study Variables (N=38,312)
N (%) or
Variable [bar.X] (SD)
Dependent variables
Any physical therapy use during the
year?
Yes 1,840 (5%)
No 36,472 (95%)
No. of physical therapist visits during 10 (15)
the year (n=1,840)
Total cost of physical therapist visits 768 (1,449)
for the year (n=1,737)
Predisposing characteristics
Sex
Male 15,696 (41%)
Female 22,616 (59%)
Race
Caucasian 33,986 (89%)
African American 3,238 (8%)
Other 1,088 (3%)
Age (y)
65-69 7,262 (19%)
70-74 9,015 (24%)
75-79 8,088 (21%)
80-84 7,810 (20%)
[greater than or equal to] 85 6,137 (16%)
Education (no. of years) 10 (4)
Physician answers all questions (a,b) 1.83 (0.55)
(1=strongly agree-4=strongly
disagree)
Satisfied with information given (a,c) 1.87 (0.51)
(1=Very satisfied-4=very
unsatisfied)
Enabling characteristics
Income
[less than or equal to] $10,000 9,855 (26%)
$10,001-$20,000 12,704 (33%)
$20,001-$30,000 7,601 (20%)
$30,001-$40,000 3,548 (9%)
$40,001-$50,000 1,918 (5%)
>$50,000 2,686 (7%)
Has Medicaid coverage 4,233 (11%)
Has supplemental private insurance 29,735 (78%)
In a managed care plan 7,678 (20%)
Has a usual care provider (a) 36,513 (95%)
Is accompanied on physician visits (a,d) 15,313 (40%)
Had a problem and did not see a
physician (a) 3,191 (8%)
Lives in a metropolitan area
Census division 27,599 (72%)
New England 1,194 (3%)
Middle Atlantic 6,450 (17%)
East North Central 6,710 (18%)
West North Central 2,623 (7%)
South Atlantic 7,434 (19%)
East South Central 2,131 (6%)
West South Central 4,115 (11%)
Mountain 2,444 (6%)
Pacific 5,211 (14%)
Physical therapist supply (physical 3.54 (2.10)
therapists/10,000 people)
Need characteristics
History of stroke
History of arthritis 4,499 (12%)
History of osteoporosis 24,824 (65%)
History of hip fracture 5,025 (13%)
History of partial paralysis 1,804 (5%)
Total no. of comorbidities 1,881 (5%)
General health good or better 2.34 (1.53)
Difficulty with physical function (1=little 29, 259 (76%)
difficulty-5=unable to do)
Stooping, kneeling, crouching 2.62 (1.39)
Lifting 10 lb (4.5 kg) 1.95 (1.39)
Reaching over head 1.59 (1.07)
Has difficulty with one or more IADL 2,603 (7%)
tasks (e)
Requires help with one or more IADL 12,458 (33%)
tasks (e)
Has difficulty with one or more ADL 7,121 (12%)
tasks (f)
Requires help with one or more ADL 4,454 (12%)
tasks (f)
Had one or more inpatient admissions 7,364 (19%)
Had one or more subacute admissions 1,027 (3%)
Had one or more home health events 6,025 (16%)
(a) Extracted from Access to Care file.
(b) n=35,759.
(c) n=36,731.
(d) n=36,048.
(e) IADL=instrumental activities of daily living.
(f) ADL=activities of daily living.
Table 2.
Results of Principal Components Factor Analysis With Varimax
Rotation (a)
Rotated Factor
Loadings
Variable Factor 1 Factor 2
usconf 0.723 0.282
usans 0.780 0.247
ustell 0.760 0.239
ushurry -0.718 -0.070
usexp -0.772 -0.122
usfavor -0.737 -0.136
mcqual 0.168 0.726
mcease 0.102 0.641
mccosts 0.043 0.584
mcinfo 0.223 0.789
mcfolup 0.190 0.778
mcconcrn 0.284 0.749
(a) See Appendix for definitions of variables.
Table 3.
Adjusted Odds Ratios (95% Confidence Interval [CI]) for Use of Physical
Therapy by Need, Enabling, and Predisposing Characteristics (a)
Odds
Variable Ratio 95% CI P
Need characteristics
History of stroke 0.93 0.77,111 .41
History of hip fracture 1.13 0.89,143 .31
History of arthritis 1.73 ** 1.49,201 <.01
History of osteoporosis 1.43 ** 1.20,1.71 <.01
History of partial paralysis 1.33 * 1.04,169 .02
Total no. of comorbidities 0.94 * 0.89,100 .05
General health good or better 1.12 0.96,130 .16
Amount of difficulty stooping, 1.17 ** 1.11,123 <.01
kneeling, crouching
Amount of difficulty reaching 1.12 ** 1.07,119 <.01
overhead
Amount of difficulty lifting 10 lb 0.98 0.93,103 .42
(4.5 kg)
Requires help with ADL (b) tasks 1.52 ** 1.21,1.91 <.01
Has difficulty with ADL tasks 1.53 * 1.31,1.79 <.01
Requires help with IADL (c) tasks 1.23 * 1.04,1.46 .02
Has difficulty with IADL tasks 1.12 0.85,1.48 .43
Had one or more inpatient 2.05 ** 1.79,2.34 <.01
admissions
Had one or more subacute 1.73 ** 1.41,2.11 <.01
admissions
Had one or more home health 1.88 ** 1.62,2.20 <.01
visits
Enabling characteristics
Income
Income [less than or equal to]
$10,000 (reference) 1.00
Income $10,001-$20,000 1.11 0.93,1.33 .27
Income $20,001-$30,000 1.09 0.92,1.29 .35
Income $30,001-$40,000 1.39 ** 1.12,1.72 <.01
Income $40,001-$50,000 1.43 ** 1.10,1.84 .01
Income >$50,000 2.05 ** 1.63,2.59 <.01
Has Medicaid coverage 0.82 0.64,1.04 .11
Has supplemental private 1.31 ** 1.12,1.54 <.01
insurance
In some type of a managed care 1.17 * 1.00,1.36 .05
plan
Has a usual care provider 1.09 0.81,1.47 .58
Is accompanied on physician 0.75 ** 0.65,0.87 <.01
visits
Had a problem and did not see 1.02 0.86,1.20 .84
a physician
Lives in a metropolitan area 1.02 0.82,1.27 .89
Census division
South Atlantic (reference) 1.00
New England 1.07 0.79,1.44 .68
Middle Atlantic 1.26 0.99,1.61 .06
East North Central 1.16 0.90,1.50 .24
West North Central 1.25 0.84,1.86 .27
East South Central 0.64 * 0.44,0.93 .02
West South Central 0.79 0.59,1.04 .09
Mountain 1.09 0.83,1.42 .55
Pacific 1.35 * 1.05,1.75 .02
Physical therapist supply 1.04 * 1.01,1.08 .02
(physical therapists/10,000
people)
Predisposing characteristics
Male 0.86 0.74,1.00 .06
Age (y)
65-69 (reference) 1.00
70-74 1.04 0.87,1.23 .67
75-79 1.02 0.84,1.25 .82
80-84 0.78 ** 0.65,0.93 .01
[greater than or equal to] 85 0.59 ** 0.49,0.73 <.01
Race
Caucasian (reference) 1.00
African American 0.93 0.72,1.21 .61
Other 1.39 0.96,2.01 .08
Hispanic ethnicity 0.77 0.52,1.16 .21
Education (no. of years) 1.05 ** 1.03,1.07 <.01
Physician answers all questions 0.93 0.83,1.03 .16
Satisfied with information given 1.02 0.92,1.13 .70
(a) Controlled for year effects, missing variables.
(b) ADL=activities of daily living.
(c) IADL=instrumental activities of daily living.
* Significant at P [less than or equal to] .05.
** Significant at P [less than or equal to] .01.
Table 4.
Results of Linear Regression Analysis (a)
Log of Physical Therapist
Visits
Coeffi-
Variable cient 95% CI (b) P
Need characteristics
History of stroke -0.10 -0.28,0.08 .28
History of hip fracture 0.04 -0.19,0.28 .73
History of arthritis 0.00 -0.15,0.14 .97
History of osteoporosis -0.11 -0.25,0.04 .17
History of partial paralysis 0.01 -0.24,0.25 .97
Total comorbidities 0.02 -0.03,0.08 .39
General health good or better 0.00 -0.15,0.15 .97
Amount of difficulty stooping, 0.03 -0.03,0.09 .35
kneeling, crouching
Amount of difficulty reaching 0.01 -0.04,0.06 .64
overhead
Amount of difficulty lifting 10 lb -0.02 -0.07,0.03 .36
(4.5 kg)
Requires help with ADL (d) tasks 0.18 -0.05,0.40 .12
Has difficulty with ADL tasks 0.06 -0.10,0.21 .48
Requires help with IADL (e) tasks -0.02 -0.20,0.16 .84
Has difficulty with IADL tasks -0.15 -0.37,0.08 .20
One or more inpatient admissions 0.08 -0.03,0.19 .16
One or more subacute admissions -0.01 -0.16,0.15 .92
One or more home health visits 0.09 -0.04,0.23 .18
Enabling characteristics
Income
[less than or equal to] $10,000
(reference)
$10,001-$20,000 0.04 -0.12,0.20 .62
$20,001-$30,000 0.18 * -0.01,0.37 .07
$30,001-$40,000 0.07 -0.15,0.30 .52
$40,001-$50,000 0.19 * -0.03,0.41 .09
>$50,000 0.22 * -0.02,0.45 .07
Medicaid coverage 0.11 -0.10,0.33 .31
Has supplemental private insurance 0.15 ** 0.00,0.29 .05
In a managed care plan -0.12 -0.26,0.03 .11
Has a usual care provider -0.25 -0.56,0.06 .12
Accompanied on physician visits -0.02 -0.14,0.10 .76
Had a problem and did not see a -0.11 0.02,0.32 .22
physician
Lives in a metropolitan area 0.17 ** 0.02,0.32 .02
Census division
South Atlantic (reference)
New England 0.05 -0.29,0.38 .78
Middle Atlantic 0.11 -0.07,0.29 .22
East North Central -0.11 -0.29,0.07 .22
West North Central -0.14 -0.35,0.07 .20
East South Central 0.18 -0.23,0.59 .38
West South Central 0.26 ** 0.02,0.49 .03
Mountain 0.17 -0.12,0.46 .25
Pacific -0.15 -0.34,0.04 .13
Physical therapist supply (physical 0.03 * 0.00,0.06 .08
therapists/10,000 people)
Predisposing characteristics
Male 0.03 -0.09,0.15 .62
Age (y)
65-69 (reference)
70-74 0.08 -0.11,0.26 .42
75-79 -0.05 -0.22,0.11 .53
80-84 0.00 -0.18,0.18 .98
[greater than or equal to] 85 -0.11 -0.32,0.10 .30
Race
Caucasian (reference)
African American 0.22 * -0.01,0.45 .06
Other -0.03 -0.41,0.36 .90
Hispanic ethnicity 0.25 -0.08,0.58 .14
Education (no. of years) 0.00 -0.02,0.02 .92
Physician answers all questions -0.01 -0.14,0.09 .88
Satisfied with information given 0.02 -0.08,0.12 .67
Log of Physical Therapy
Costs (c)
Coeffi-
Variable cient 95% CI (b) P
Need characteristics
History of stroke -0.11 -0.35,0.14 .39
History of hip fracture 0.01 -0.29,0.32 .93
History of arthritis 0.03 -0.15,0.21 .74
History of osteoporosis -0.08 -0.29,0.13 .45
History of partial paralysis 0.01 -0.29,0.32 .94
Total comorbidities 0.03 -0.04,0.09 .44
General health good or better 0.01 -0.18,0.19 .96
Amount of difficulty stooping, 0.06 -0.02,0.13 .14
kneeling, crouching
Amount of difficulty reaching -0.01 -0.07,0.05 .82
overhead
Amount of difficulty lifting 10 lb -0.03 -0.09,0.03 .32
(4.5 kg)
Requires help with ADL (d) tasks 0.27 ** 0.02,0.52 .03
Has difficulty with ADL tasks 0.11 -0.09,0.32 .27
Requires help with IADL (e) tasks -0.09 -0.31,0.14 .47
Has difficulty with IADL tasks -0.15 -0.43,0.14 .30
One or more inpatient admissions 0.11 -0.04,0.26 .17
One or more subacute admissions 0.06 -0.18,0.29 .64
One or more home health visits 0.14 -0.03,0.32 .12
Enabling characteristics
Income
[less than or equal to] $10,000
(reference)
$10,001-$20,000 0.12 -0.09,0.33 .26
$20,001-$30,000 0.14 -0.10,0.37 .26
$30,001-$40,000 0.18 -0.13,0.48 .26
$40,001-$50,000 0.15 -0.17,0.47 .36
>$50,000 0.36 ** 0.03,0.69 .03
Medicaid coverage -0.08 -0.37,0.21 .60
Has supplemental private insurance 0.10 -0.13,0.33 .40
In a managed care plan -0.25 ** -0.46,-0.4 .02
Has a usual care provider -0.24 -0.64,0.16 .23
Accompanied on physician visits 0.02 -0.15,0.19 .79
Had a problem and did not see a -0.09 -0.34,0.16 .48
physician
Lives in a metropolitan area 0.26 ** 0.04,0.49 .02
Census division
South Atlantic (reference)
New England -0.08 -0.58,0.42 .75
Middle Atlantic 0.10 -0.12,0.33 .38
East North Central -0.14 -0.40,0.11 .26
West North Central -0.32 * -0.67,0.04 .08
East South Central -0.12 -0.60,0.37 .64
West South Central 0.23 * -0.04,0.50 .10
Mountain 0.27 -0.08,0.62 .13
Pacific -0.19 -0.42,0.05 .13
Physical therapist supply (physical 0.04 ** 0.00,0.08 .05
therapists/10,000 people)
Predisposing characteristics
Male 0.04 -0.12,0.20 .64
Age (y)
65-69 (reference)
70-74 0.11 -0.14,0.36 .40
75-79 -0.04 -0.27,0.18 .71
80-84 -0.02 -0.26,0.23 .90
[greater than or equal to] 85 -0.12 -0.41,0.17 .42
Race
Caucasian (reference)
African American 0.36 ** 0.06,0.67 .02
Other -0.16 -0.73,0.41 .58
Hispanic ethnicity 0.26 -0.20,0.72 .26
Education (no. of years) -0.01 -0.03,0.02 .54
Physician answers all questions 0.06 -0.09,0.20 .45
Satisfied with information given -0.02 -0.15,0.11 .76
(a) Controlled for year effects, missing variables.
(b) CI=confidence interval.
(c) n=1,737.
(d) IADL=activities of daily living.
(e) IADL=instrumental activities of daily living.
* Significant at P [less than or equal to] 10.
** Significant at P [less than or equal to] 05.
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