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Contraceptive method switching in the United States.


Significant proportions of U.S. women switch contraceptive methods Noun 1. contraceptive method - birth control by the use of devices (diaphragm or intrauterine device or condom) or drugs or surgery
contraception

birth control, birth prevention, family planning - limiting the number of children born
. Indeed, when all method-related reasons for stopping use are considered, two-year discontinuation dis·con·tin·u·a·tion  
n.
A cessation; a discontinuance.

Noun 1. discontinuation - the act of discontinuing or breaking off; an interruption (temporary or permanent)
discontinuance
 rates are as high as 90% for some methods; rates are particularly high among unmarried women. (1) As a result, the rate of method switching is the primary determinant determinant, a polynomial expression that is inherent in the entries of a square matrix. The size n of the square matrix, as determined from the number of entries in any row or column, is called the order of the determinant.  of the prevalence of use of specific contraceptives. Further, because changing methods generally alters a woman's level of contraceptive contraceptive /con·tra·cep·tive/ (-sep´tiv)
1. diminishing the likelihood of or preventing conception.

2. an agent that so acts.
 protection, method switching has direct implications for preventing unintended pregnancy.

Despite its critical role in fertility fertility: see infertility.
fertility

Ability of an individual or couple to reproduce through normal sexual activity. About 80% of healthy, fertile women are able to conceive within one year if they have intercourse regularly without contraception.
 regulation, U.S. women's method switching behavior has received little attention from researchers. In this article, we help fill this gap and address the "long-standing long-stand·ing
adj.
Of long duration or existence: a long-standing friendship.


long-standing
Adjective

existing for a long time

 need to move research beyond analyzing static measures of contraceptive use and to consider the behavioral behavioral

pertaining to behavior.


behavioral disorders
see vice.

behavioral seizure
see psychomotor seizure.
 process as a whole." (2) Specifically, we examine married and unmarried women's rates of movement among method types, and explore how women's characteristics affect their risk of changing methods.

BACKGROUND

The bulk of demographic research on contraceptive choice investigates the relationship between characteristics of individuals and their partners and their contraceptive use at one point in time. These studies are regarded as analyses of method choice because individuals are assumed to engage in a continuous method-selection process. However, while implicitly im·plic·it  
adj.
1. Implied or understood though not directly expressed: an implicit agreement not to raise the touchy subject.

2.
 acknowledging that current contraceptive use is the outcome of multiple decisions about method discontinuation and adoption, these investigations do not differentiate the effects of either type of derision. By failing to do so, they provide an incomplete picture of the decision-making decision-making,
n the process of coming to a conclusion or making a judgment.

decision-making, evidence-based,
n a type of informal decision-making that combines clinical expertise, patient concerns, and evidence gathered from
 that leads to method use.

For example, there is substantial interest in understanding the determinants of dual-method use, defined as the joint use of the condom 1. condom - The protective plastic bag that accompanies 3.5-inch microfloppy diskettes. Rarely, also used of (paper) disk envelopes. Unlike the write protect tab, the condom (when left on) not only impedes the practice of SEX but has also been shown to have a high failure  for protection from sexually transmitted disease sexually transmitted disease (STD) or venereal disease, term for infections acquired mainly through sexual contact. Five diseases were traditionally known as venereal diseases: gonorrhea, syphilis, and the less common granuloma inguinale,  (STD (Subscriber Trunk Dialing) Long distance dialing outside of the U.S. that does not require operator intervention. STD prefix codes are required and billing is based on call units, which are a fixed amount of money in the currency of that country. ) and a highly effective method for pregnancy protection. However, if we simply examine women's dual-method use at one point in time, we cannot develop an understanding of its true role in women's fight against these two threats. That is, we cannot determine the extent to which dual-method use occurs because users of effective contraceptive methods add the condom for disease protection, because condom users are adopting a more effective method as a companion method for pregnancy protection or because women who use less-effective pregnancy and disease prevention methods adopt both methods to increase their level of protection from both threats. The relative frequency with which sexually active women take these paths may provide important information about the extent to which the threats they face motivate their adoption and use of dual methods. Examining which methods women choose upon discontinuing dual-method use can provide equally important information about women's motives.

In addition, method prevalence analyses provide no information about women's duration of method use. For example, these investigations fail to show whether women tend to adopt dual methods for relatively short periods when perceived per·ceive  
tr.v. per·ceived, per·ceiv·ing, per·ceives
1. To become aware of directly through any of the senses, especially sight or hearing.

2. To achieve understanding of; apprehend.
 STD and pregnancy risks are highest, or as their primary method for extended periods.

Despite considerable interest in the contraceptive switching behavior of women in developing countries, (3) this topic has received little attention in 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. . The only systematic investigation of U.S. women's contraceptive switching among a representative sample of women was conducted more than a decade ago and was limited to married women. (4) That investigation found that married women had high discontinuation rates for all reversible reversible,
adj capable of going through a series of changes in either direction, forward or backward (e.g., reversible chemical reaction).

reversible hydrocolloid,
n See hydrocolloid, reversible.
 method types, which is consistent with findings from research on method discontinuation. (5) Furthermore, not only were women's discontinuation rates 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 method effectiveness, but women generally moved from more effective to less-effective methods.

A 1999 analysis of the 1995 National Survey of Family Growth (NSFG NSFG National Survey of Family Growth
NSFG Naked Stick Figure Guy
) provides two sets of estimates related to the probability of switching methods: method-specific probabilities of discontinuation for "method-related reasons" (including contraceptive failure); and probabilities of adopting specific methods after discontinuing use of a prior method. (6) These estimates can be used as an indirect way to examine women's contraceptive switching, if one assumes that the probability of adopting any specific method is independent of the type of method that was discontinued dis·con·tin·ue  
v. dis·con·tin·ued, dis·con·tin·u·ing, dis·con·tin·ues

v.tr.
1. To stop doing or providing (something); end or abandon:
. However, the earlier investigation of contraceptive switching among married women does not support that assumption. (7)

All other studies that have explicitly examined contraceptive switching in the United States are limited by the nature of the sample used or the types of switching outcomes they considered. A few investigations have focused on women's likelihood of discontinuing use of a specific method and have examined whether women switch to a different method or no method while they are exposed to the risk of unintended pregnancy (that is, while they are sexually active, nonsterile and not pregnant, postpartum postpartum /post·par·tum/ (post-pahr´tum) occurring after childbirth, with reference to the mother.

post·par·tum
adj.
Of or occurring in the period shortly after childbirth.
 or trying to conceive conceive /con·ceive/ (kon-sev´)
1. to become pregnant.

2. take in, grasp, or form in the mind.


con·ceive
v.
1. To become pregnant.

2.
). (8) Other studies have focused on the risk of switching to a specific method type, such as the injectable in·ject·a·ble
adj.
Capable of being injected. Used of a drug.

n.
A drug or medicine that can be injected.
 depot medroxyprogesterone acetate med·rox·y·pro·ges·ter·one acetate
n.
A progestin used to treat menstrual disorders and in hormone replacement therapy, often in combination with estrogen.
 (9) or dual methods. (10) Given these restrictions, these analyses offer only a limited understanding of women's contraceptive switching. Their value is further limited because their study populations have been recruited mainly from family planning clinics family planning clinic nclínica de planificación familiar

family planning clinic ncentre m de planning familial

, making them unrepresentative Adj. 1. unrepresentative - not exemplifying a class; "I soon tumbled to the fact that my weekends were atypical"; "behavior quite unrepresentative (or atypical) of the profession"  of all women in the population.

In this article, we extend previous research on contraceptive switching in a number of ways. We use a nationally representative sample to investigate and compare the method use dynamics of married and unmarried women, and provide information about the proportion of women who rely on specific methods for as long as two years. Further, using multivariate The use of multiple variables in a forecasting model.  analyses, we examine the determinants of contraceptive method switching for each marital status marital status,
n the legal standing of a person in regard to his or her marriage state.
 group. Thus, we not only update what is known about women's contraceptive switching behavior, but also place the results from more narrowly based studies, such as those focusing exclusively on the switch to dual methods, (11) within the larger context of women's contraceptive switching behavior.

Data and Methods

We use data from Cycle 5 of the NSFG, which surveyed 10,847 women aged 15-44 in the civilian household population in the conterminous con·ter·mi·nous   also co·ter·mi·nous
adj.
1. Having a boundary in common; contiguous: The northern border of the United States is conterminous with the southern border of Canada.

2.
 United States. The women were sampled from households that had participated in the 1993 National Health Interview Survey. Women were interviewed in 1995 using both computer-assisted personal interview and audio computer-assisted self-administered interview modes of administration. Black and Hispanic Hispanic Multiculture A person of Mexican, Puerto Rican, Cuban, Central or South American, or other Spanish culture or origin, regardless of race Social medicine Any of 17 major Latino subcultures, concentrated in California, Texas, Chicago, Miam, NY, and elsewhere  women were oversampled.

Cycle 5 of the NSFG is uniquely suited for a study of contraceptive method switching because it used an event history calendar to collect month-by-month information on contraceptive use and important life events during an observation period dated from January January: see month.  1, 1991, to interview, or about four and one-half years. In addition to information about method use, the survey contains critical information on dates of conceptions, pregnancy terminations, onset of infertility infertility, inability to conceive or carry a child to delivery. The term is usually limited to situations where the couple has had intercourse regularly for one year without using birth control. , marital Pertaining to the relationship of Husband and Wife; having to do with marriage.

Marital agreements are contracts that are entered into by individuals who are about to be married, are already married, or are in the process of ending a marriage.
 and relationship transitions, and the start and end of periods of sexual abstinence Sexual abstinence is the practice of voluntarily refraining from some or all aspects of sexual activity. Common reasons to deliberately abstain from the physical expression of sexual desire include religious or philosophical reasons (e.g. . It also contains other information necessary for this analysis, such as women's reports about whether they discontinued use of their contraceptive method before becoming pregnant. The nature and quality of the calendar data and other information used in this study are discussed in more detail elsewhere. (12)

We used the month-by-month calendar of method use as the basis for our analyses. For each marital status group, we examined the risk of stopping one method (the "origin" method) and adopting a new method (the "destination" method). Even with as large a sample as the NSFG's, some methods are used by so few women or have such a low discontinuation rate that it is not possible to consider every available method individually. We therefore combined some method types. To do so, we considered both the similarity Similarity is some degree of symmetry in either analogy and resemblance between two or more concepts or objects. The notion of similarity rests either on exact or approximate repetitions of patterns in the compared items.  of methods in terms of their primary characteristics and the distribution of women in the sample by method use. For married women, the origin methods are long-term Long-term

Three or more years. In the context of accounting, more than 1 year.


long-term

1. Of or relating to a gain or loss in the value of a security that has been held over a specific length of time. Compare short-term.
 reversible methods (the hormonal hormonal,
adj/n beneficial component in some essential oils that helps to bring hormone secretions to normal levels.


hormonal

emanating from or pertaining to hormones.
 implant implant /im·plant/ (im-plant´) to insert or to graft (tissue, or inert or radioactive material) into intact tissues or a body cavity. , the injectable and the IUD IUD Definition

An IUD is an intrauterine device made of plastic and/or copper that is inserted into the womb (uterus) by way of the vaginal canal. One type releases a hormone (progesterone), and is replaced each year.
); the pill; condoms, including condom use in combination with other less-effective methods; all other, less-effective reversible methods; and no method (while the woman is at risk of unintended pregnancy). * The destination methods for married women are the same as the origin categories, plus sterilization sterilization

Any surgical procedure intended to end fertility permanently (see contraception). Such operations remove or interrupt the anatomical pathways through which the cells involved in fertilization travel (see reproductive system).
 (both male and female).

For unmarried women, the origin methods and destination methods are the same as for married women, with two exceptions. First, enough unmarried women combine methods to allow for dual-method origin and destination categories. ([dagger]) Second, because of the relatively infrequent in·fre·quent  
adj.
1. Not occurring regularly; occasional or rare: an infrequent guest.

2.
 use of sterilization and long-term reversible methods among unmarried women, we combined them into a single destination category (long-term).

Exposure Intervals

We reformatted the NSFG data for use in life-table analyses so that we could examine the risk of stopping use of each origin method and switching to a specific destination method. We used these data to obtain information about intervals of continuous contraceptive use among married and unmarried women at risk of unintended pregnancy. These "exposure intervals" constitute the units of analysis, and women who switched methods during the period of observation may contribute more than one interval to the study. Additionally, women whose marital status changed may contribute observations to both the married and the unmarried data.

To be included in the analysis, an exposure interval must have been initiated during the observation period. ([double dagger double dagger
n.
A reference mark () used in printing and writing. Also called diesis.

Noun 1.
]) We truncated truncated adjective Shortened  the observation of method use at 10 months prior to interview because the data in the NSFG did not allow us to identify the month of conception for women who were pregnant at the time of the interview. Our analyses examined method switching during the first 24 months of use. Given that we used a life-table approach to estimate switching rates, these rates can be interpreted as the cumulative probability of experiencing a switch to each destination method (that is, the first method that a woman adopted after leaving her origin method, and not necessarily the method she was using 24 months after starting use of the origin method).

Because we examined 24-month switching rates, we censored cen·sor  
n.
1. A person authorized to examine books, films, or other material and to remove or suppress what is considered morally, politically, or otherwise objectionable.

2.
 months of use beyond that duration. In assessing duration of use, we considered intervals to be continuous if they were interrupted in·ter·rupt  
v. in·ter·rupt·ed, in·ter·rupt·ing, in·ter·rupts

v.tr.
1. To break the continuity or uniformity of: Rain interrupted our baseball game.

2.
 by periods when the woman was not having intercourse INTERCOURSE. Communication; commerce; connexion by reciprocal dealings between persons or nations, as by interchange of commodities, treaties, contracts, or letters. , but the woman did not contribute exposure intervals in those months. ([section]) Exposure intervals were right-censored by end of observation, stopping use to conceive, conception, a change in marital status or infertility.

Switching Events

In general, a contraceptive method switch is defined to have occurred in one of three circumstances CIRCUMSTANCES, evidence. The particulars which accompany a fact.
     2. The facts proved are either possible or impossible, ordinary and probable, or extraordinary and improbable, recent or ancient; they may have happened near us, or afar off; they are public or
. The most common is when a woman reported having used different methods in consecutive months. Because we were also interested in estimating the risks of switching to and from no method, if a period of method use was followed by one or more months of nonuse, we considered this a switch from that method to no method. Similarly, if a period of nonuse was followed by the resumption RESUMPTION. To reassume; to promise again; as, the resumption of payment of specie by the banks is general. It also signifies to take things back; as the government has resumed the possession of all the lands which have not been paid for according to the requisitions of the law, and the  of method use, we considered that event a switch from no method to whatever method was adopted.

The second circumstance Circumstance or circumstances can refer to:
  • Legal terms:
  • Aggravating circumstances
  • Attendant circumstance
 defining a switch is when the use of two methods (including nonuse) was separated only by a period when the woman reported that she was not having intercourse. The final circumstance defining a switch is when two methods were used sequentially se·quen·tial  
adj.
1. Forming or characterized by a sequence, as of units or musical notes.

2. Sequent.



se·quen
 in the same month, and the woman had used one of the methods in the prior month and the other in the subsequent month. If the use of different methods was separated by a pregnancy or by the woman's or her partner's becoming infertile in·fer·tile
adj.
Not capable of initiating, sustaining, or supporting reproduction.


infertile,
adj unable to produce offspring.
, it is not considered a switch.

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.
 Approach

In the first part of our research, for each marital status group, we estimated Kaplan-Meier multiple-decrement Me-table probabilities of switching from each origin method to each destination method. In these calculations, we terminated ter·mi·nate  
v. ter·mi·nat·ed, ter·mi·nat·ing, ter·mi·nates

v.tr.
1. To bring to an end or halt:
 observation of method use if any of the following events occurred: contraceptive failure, discontinuation of method use to conceive, infertility and loss to follow-up follow-up,
n the process of monitoring the progress of a patient after a period of active treatment.


follow-up

subsequent.


follow-up plan
. Thus, we were able to show the proportions of users of each origin method who switched within two years after initiating use if they did not stop use for any other reasons. We used case weights to adjust the estimates for both the oversampling Creating a more accurate digital representation of an analog signal. In order to work with real-world signals in the computer, analog signals are sampled some number of times per second (frequency) and converted into digital code.  of black and Hispanic women in the NSFG and differential nonresponse. We used a bootstrapping Bootstrapping

A procedure used to calculate the zero coupon yield curve from market figures.

Notes:
Since the T-bills offered by the government are not available for every time period, the bootstrapping method is used to fill in the missing figures in order to derive the
 technique to obtain 95% confidence intervals confidence interval,
n a statistical device used to determine the range within which an acceptable datum would fall. Confidence intervals are usually expressed in percentages, typically 95% or 99%.
 for the method switching rates. We also examined the proportion of adopters of each method type who previously used each origin method. In examining differences in these method origins, it is important to note that they are a function of both the origin distribution of all method users and duration-specific transition rates (not cumulative switching rates).

Next, we examined the social and demographic determinants of switches between method pairs using discrete-time hazards
For the mountain range in Tasmania, see The Hazards.


Hazards is an independent, union-friendly magazine based in Sheffield, England, which has won major international awards.
 modeling. (13) Each model in this analysis examines the risk of switching from a specific origin method to a specific destination method. Thus, the coefficients associated with 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.
 variables indicate the relative increase or decrease in the risk (the log of the hazard hazard

a risk.


hazard analysis critical control points
a systematic procedure used to identify specific hazards (for example in food production) and establish control systems that focus on preventive measures rather than rely on
)--compared with the risk among women in the reference category--of stopping use of the origin method to switch to a specific destination method (where the risks of switching to a different method or of experiencing a censoring censoring

in epidemiology, a loss of information from a study, whether by subjects dropping out of the study or because of infrequent measurement.
 event are competing risks). For interval-level variables, such as age, the coefficients indicate the relative change in the risk of switching associated with a one-unit increase in the variable's value. We also estimated hazards models of the risk of switching from a specific origin method to any destination method. *

We examined nine critical characteristics of women making contraceptive switching choices as covariates in the hazards models: age, race, Hispanic origin, educational attainment Educational attainment is a term commonly used by statisticans to refer to the highest degree of education an individual has completed.[1]

The US Census Bureau Glossary defines educational attainment as "the highest level of education completed in terms of the
, parity parity or space parity, in physics, quantity that refers to the relationship between an object or process and the image that it can produce in a mirror. , religion, family arrangements during childhood, age at menarche menarche /me·nar·che/ (me-nahr´ke) establishment or beginning of the menstrual function.menar´cheal

me·nar·che
n.
The first menstrual period, usually during puberty.
 and duration of use.

Age, measured in years, was included for four reasons. First, it is negatively related to the probability of experiencing an unintended pregnancy, because fecundity fecundity /fe·cun·di·ty/ (fe-kun´dit-e)
1. in demography, the physiological ability to reproduce, as opposed to fertility.

2. ability to produce offspring rapidly and in large numbers.
 and frequency of intercourse decline with age. (14) Second, age is positively related to the costs of an unintended pregnancy, because older women are at higher risk than younger women of experiencing negative health outcomes for both themselves and their children should they become pregnant, (15) and are less likely to desire additional children. Third, the possible adverse health consequences related to pill or other hormonal method use are greater for older women. Finally, younger, unmarried women tend to engage in higher-risk sexual behaviors sexual behavior A person's sexual practices–ie, whether he/she engages in heterosexual or homosexual activity. See Sex life, Sexual life. , (16) possibly increasing their demand for the condom and dual methods.

We included race and ethnicity ethnicity Vox populi Racial status–ie, African American, Asian, Caucasian, Hispanic  (measured with dichotomous di·chot·o·mous  
adj.
1. Divided or dividing into two parts or classifications.

2. Characterized by dichotomy.



di·chot
 variables indicating whether the woman is black and whether she is Hispanic) because they are believed to reflect cultural differences in values and preferences that were not measured in the NSFG. In addition, given the higher prevalence of STDs among minority populations, minority group members are more likely than others to perceive per·ceive
v.
1. To become aware of directly through any of the senses, especially sight or hearing.

2. To achieve understanding of; apprehend.
 themselves to be at high risk of acquiring these diseases and modify their behavior accordingly. (17)

Education, measured in years of completed regular schooling, was included because better-educated women generally have greater access than those with less schooling to information about contraceptive methods and their risks and benefits. Furthermore, the potential costs of a birth are greater for better-educated women because their market wage is higher than that of less-educated women and thus they have more to lose by being out of the workforce.

We included parity because childless women are more likely to be postponing a birth than preventing a birth. We considered whether women have any religious affiliation ([dagger]) because this factor affects the costs of an unintended pregnancy in that some religions and religious denominations For other senses of this word, see denomination.
A religious denomination (also simply denomination) is a subgroup within a religion that operates under a common name, tradition, and identity.
 strongly object to abortion. In addition, those with no religious affiliation tend to have more liberal sexual ideologies and engage in higher-risk sexual behaviors than others, (18) increasing the value of disease prevention for these women, especially if they are unmarried.

Three variables served as controls, but are not presented in our tables. We considered whether a woman grew up in an intact family (that is, if she lived with both natural parents most of the time from age five to 15), because women from stable families would probably be more likely than others to view marriage as a stable union, and this would lower the cost of an unintended pregnancy. We used age at menarche to capture differences in perceived fecundity; an older age is associated with a lower perceived fecundity. Finally, we included duration of use to capture any time dependence in the risk of method switching, because we found in a previous study that for some methods, switching rates decline as duration of use increases. (19) We used three continuous (spline In computer graphics, a smooth curve that runs through a series of given points. The term is often used to refer to any curve, because long before computers, a spline was a flat, pliable strip of wood or metal that was bent into a desired shape for drawing curves on paper. See Bezier and B-spline. ) variables to capture the impact of duration of use during months 1-3, 4-12 and 13-24. *

RESULTS

Descriptive Analyses

A considerable amount of movement occurs among method types: Overall, 40% of married women switch methods within a two-year period. Two-year contraceptive switching rates range from 30% among women who use the implant, injectable, IUD or other reversible methods to 43% among nonusers (Table 1). Rates of switching to sterilization and long-term reversible methods are substantially lower than rates of switching to the remaining methods, including the pill. Further, rates of movement to specific destination methods generally do not differ by origin method. For example, the rate of switching to the condom from the pill is not statistically significantly different from the rate of switching to the condom from any other origin method. One notable difference is found in the rate of switching to male sterilization, which is significantly greater among women who switched from condom use than among women with any other origin method (6% vs. 0-2%) except other reversible methods. Further, the condom is the only origin method for which the rate of switching to male sterilization is significantly greater than the rate of switching to female sterilization Female sterilization
The process of permanently ending a woman's ability to conceive by tying off or cutting apart the Fallopian tubes.

Mentioned in: Tubal Ligation
 (6% vs. 2%).

The strong link between condom use and male sterilization is even more evident in the distributions of married users who adopt each method type by their origin method (Table 2). Twenty-six percent of married users originally used condoms. Therefore, if the likelihood that a woman will choose a given destination method is unrelated to her origin method, one would expect that among women who switched to a given destination method, the proportion who had previously used condoms would also be 26%. However, in the case of male sterilization, 52% had switched from condom use. Thus, twice as many women whose origin method was the condom adopted male sterilization as would be expected by chance. By contrast, although the proportion of women whose origin method was the pill (26%) or no method (25%) is about the same as the proportion whose origin method was the condom, women who switched from these methods are somewhat underrepresented un·der·rep·re·sent·ed  
adj.
Insufficiently or inadequately represented: the underrepresented minority groups, ignored by the government. 
 among male sterilization adopters (16% and 14%, respectively).

In addition, although 25% of married women initially used no method, 50% of women who switched to the pill are former nonusers. Furthermore, given that 19% of married women initially used other reversible methods, there are fewer than expected former users of these methods among adopters of long-term reversible methods (8%).

Unmarried women's rates of switching methods are greater than those among married women; the overall two-year switching rate for these women is 61% (Table 3, page 140). Their total switching rates range from 33% among implant, injectable and IUD users to 70% among nonusers. Unmarried users are also somewhat more likely to switch to no method than are married users (13% vs. 9%); this differential is especially marked among women who originally used long-term reversible methods (16% vs. 6%), the pill (17% vs. 11%) or the condom (21% vs. 13%). Among unmarried women who used these methods, nonuse is the most common destination method. In addition, as might be expected, the condom is the most popular destination method (excluding no method) except among those who originally used dual methods.

Women who used dual methods have a 68% discontinuation rate. Thus, while many women may use dual methods for a short period, nearly one-third continue use for two years or more. Those who switched overwhelmingly switched to the pill--50% overall, compared with 10% who switched to the condom and 4% who switched to long-term reversible methods. Additional analyses indicate that nine in 10 former pill users resumed pill use when they stopped using dual methods (not shown).

An examination of the origin methods of women who adopt specific new methods confirms that there is a special link between pill use and dual-method use (Table 4). Former pill users are highly overrepresented o·ver·rep·re·sent·ed  
adj.
Represented in excessive or disproportionately large numbers: "Some groups, and most notably some races, may be overrepresented and others may be underrepresented" 
 among adopters of dual methods: Among women who switched to dual methods, 45% switched from the pill, even though it was the origin method for only 23% of unmarried women. Similarly, former dual-method users are overrepresented among adopters of the pill. Although only 8% of women began as dual-method users, 26% of women who switched to the pill had that method origin.

Another important finding is the apparent link between condom use and nonuse. Former nonusers are very overrepresented among adopters of condoms, and former condom users are similarly overrepresented among adopters of no method.

Multivirate Analyses

* Married women. According to according to
prep.
1. As stated or indicated by; on the authority of: according to historians.

2. In keeping with: according to instructions.

3.
 our multivariate analyses, a married woman's age at the start of an exposure interval is significantly related to her switching behavior. Older women who are using no method while at risk of an unintended pregnancy, and who probably perceive themselves to be of lower fecundity than younger women, are less likely than younger nonusers to switch to method use (Table 5). However, when they switch, they are more likely than other women to switch to sterilization and less likely to switch to the pill, which is associated with elevated health risks for older women. As expected, older women are more likely than younger women to switch to sterilization from any origin method. In addition to having a reduced likelihood of switching from no method to the pill, older women have a reduced liklihood of moving from pill use to nonuse.

Similarly, older women are less likely than younger women to switch from the condom to less-effective reversible methods or to long-term reversible methods. Older women using other reversible methods are less likely than younger users to switch to the condom. They also are less likely to switch to the pill and more likely to switch to nonuse, a pattern that is probably rooted in perceptions of both fecundity and the potential health risks of pill use.

Compared with married women of other races, black women generally are more likely to stop using a method to switch to sterilization. The exception is that they have a reduced rate of switching from less-effective reversible methods to sterilization. Black women have elevated rates of switching from the pill to no method and from no method to the pill. By contrast, they have reduced rates of switching between the condom and other reversible methods, and between other reversible methods and no method. The other relationships found for black women include a reduced rate of movement from the condom to the pill and an elevated rate of switching from no method to the condom. Taken together these results suggest that black women experience little movement among the less-effective method types and, except for nonusers, tend not to switch to a reversible method type that is more effective than their origin method.

By contrast, Hispanic women generally have a reduced likelihood of switching to sterilization. Only nonusers diverge diverge - If a series of approximations to some value get progressively further from it then the series is said to diverge.

The reduction of some term under some evaluation strategy diverges if it does not reach a normal form after a finite number of reductions.
 from this pattern, with an elevated rate of switching to sterilization. Hispanic users of other reversible methods and nonusers are also more likely than other women to switch to a long-term reversible method and to the condom. Those using the condom have a greatly reduced likelihood of switching to the pill.

As educational attainment rises, women's rate of switching from the pill to less-effective reversible methods and nonuse declines, but the rate of switching from the pill to the condom rises. For condom users, more years of education leads to reduced rates of switching to sterilization, long-term reversible methods and the pill. Education has the opposite effect on switching to these methods among married women who use other reversible methods. Nonusers with more education have increased rates of switching overall and increased rates of switching to sterilization, the pill and other reversible methods. These results suggest that the more education a woman receives, the more likely she is to move from less-effective methods, including nonuse, to more effective methods, including sterilization. This probably reflects the higher opportunity costs Opportunity costs

The difference in the actual performance of a particular investment and some other desired investment adjusted for fixed costs and execution costs. It often refers to the most valuable alternative that is given up.
 of an unintended birth among women who have attained at·tain  
v. at·tained, at·tain·ing, at·tains

v.tr.
1. To gain as an objective; achieve: attain a diploma by hard work.

2.
 a high level of education.

Clearly, the most important impact of having no children is reducing women's risk of switching to sterilization. Indeed, not only is the effect of parity large in the pill and nonuse models, but the variable had to be omitted in the models for the condom and other reversible methods because no childless women using these methods switched to sterilization. Further, except for pill users, no childless women switched to a long-term reversible method, which may not be useful for short-term Short-term

Any investments with a maturity of one year or less.


short-term

1. Of or relating to a gain or loss on the value of an asset that has been held less than a specified period of time.
 delays in childbearing child·bear·ing
n.
Pregnancy and parturition.



childbearing adj.
. Childless women also have a reduced risk of switching from no method to the pill and, particularly, to other reversible methods. This relationship could reflect that for many childless nonusers, the costs of a birth may be low because they intend to eventually have children. It may also reflect a perception of subfecundity among some of these women. Childless women also have a reduced rate of switching from the condom to other reversible methods, and an elevated rate of switching from other reversible methods to both the pill and no method. Again, women's choice of destination method is probably determined by their perceived fecundity and costs of a birth.

We hypothesized that women with no religious affiliation would have a reduced rate of switching to more effective methods and an elevated rate of switching to less-effective methods because the psychic costs A psychic cost is a subset of social costs that specifically represent the costs of added stress or losses to quality of life.  of an abortion would be reduced for these women. However, our findings do not support this hypothesis. For example, while women who have no religious affiliation and who use condoms have a reduced risk of switching to sterilization, those who are pill users have elevated rates of switching to sterilization or a long-term reversible method, and a reduced rate of switching to no method. As another example, women with no religious affiliation who use other reversible methods have increased rates of switching to sterilization but also to no method.

* Unmarried women. Our multivariate analyses indicate that, as with married women, age is significantly related to unmarried women's switching behavior. Except among dual-method users (who are already using condoms), older unmarried women are less likely than younger women to switch to the condom (Table 6). Further, older women who use condoms or other reversible methods are less likely to stop using their method to adopt dual methods or the pill. Combined with the finding that older women have reduced rates of switching from other reversible methods and nonuse, this suggests that older women have reduced demand for methods that are highly effective in preventing either pregnancy or STDs. Older dual-method and condom users have somewhat elevated rates of switching to a long-term highly effective method, but older condom users are also more likely than their younger counterparts to switch to no method.

Black women are less likely than others to switch from any method to either the pill or less-effective reversible methods. They have an elevated rate of switching from dual methods to no method, from the pill to either dual methods or the condom, and from the condom to dual methods. Further, black users exhibit greater loyalty to the condom overall than women of other races. Overall, these results suggest that when black users change methods, the switch is likely to be to a method that increases their level of protection against STDs, rather than to a method that increases their protection against unintended pregnancy.

Hispanic origin has few effects that are consistent across destination methods. For example, Hispanic pill and condom users and nonusers are significantly less likely than non-Hispanic women to switch to dual methods. However, among users of less-effective reversible methods, Hispanic women are more likely than others to switch to dual methods. Similarly, Hispanic women have an increased rate of switching from dual methods to the condom, but a reduced rate of switching from the pill to the condom. They also have reduced rates of switching to the pill from either the condom or no method and of switching to a long-term method from the condom (there were no switching events), suggesting that a quest for Verb 1. quest for - go in search of or hunt for; "pursue a hobby"
quest after, go after, pursue

look for, search, seek - try to locate or discover, or try to establish the existence of; "The police are searching for clues"; "They are searching for the
 contraceptive effectiveness is not a primary motive motive or motif (mōtēf`), in music, a short phrase or passage of two or more notes and repeated or elaborated throughout the composition. The term is usually used synonymously with figure.  for switching methods among Hispanic women.

The results for education indicate that better-educated condom users have an increased rate of switching to a long-acting adj. 1. active over a relatively long period of time.

Adj. 1. long-acting - active over a long period of time
long - primarily temporal sense; being or indicating a relatively great or greater than average duration or passage of time or a
 method, but their counterparts among pill users are less likely to adopt one of these methods. In addition, among dual-method users and pill users, women with more education are more likely to switch to other reversible methods and nonuse, respectively--the least effective method destinations. Most important, except for women whose origin methods provide protection against STDs (dual methods and the condom), those who are highly educated show an elevated rate of switching to the condom, suggesting that they may be seeking greater STD protection. Finally, women with more education are more likely to switch to a method from nonuse and have elevated rates of switching from nonuse to the pill, the condom and other reversible methods.

Regardless of their origin method, childless women are less likely than women with one or more children to switch to a long-term method. However, they are more likely than women with children to switch from the pill, condom or no method to dual methods. Childless women are also more likely to switch from the pill or no method to a less-effective reversible method, and from the condom to no method.

Unlike our results for married women, our findings for unmarried women are consistent with our hypothesis regarding the effect of religious affiliation on switching behavior. For unmarried women, having no religious affiliation is negatively related to the rate of switching from every origin method to the pill. Similarly, women with no religious affiliation are less likely to switch from the pill to a long-term method, and are more likely to switch either from the pill to less-effective reversible methods or from the condom to no method. However, women with no religious affiliation are also more likely to switch from dual methods or the pill to the condom, and more likely to switch from the pill or condom to dual methods. The elevated rate of switching to a method offering STD protection may reflect these women's tendency to engage in riskier sexual behavior. (20)

DISCUSSION

Our results provide important new evidence about contraceptive switching among women in the United States. One striking finding, when these results are compared with those derived from the 1986 NSFG, (21) is the remarkable degree of stability over time in married women's switching behavior. The comparison suggests that the introduction of new methods, increasing condom use and other changes, such as reduced access to abortion, (22) have not greatly altered the rates of movement among most methods. There is some evidence of greater movement between the pill and condom than existed nearly a decade ago. However, the largest apparent changes are a reduced rate of movement to no method, particularly from the pill (11% vs. 18%) and less-effective methods (10% vs. 25%), and a much lower rate of movement from nonuse, mostly to other reversible methods (7% vs. 25%).

Although these findings suggest that married women are spending less time, on average, using no method, the difference over time may be partly an artifact A distortion in an image or sound caused by a limitation or malfunction in the hardware or software. Artifacts may or may not be easily detectable. Under intense inspection, one might find artifacts all the time, but a few pixels out of balance or a few milliseconds of abnormal sound  of the different ways in which information on method use was obtained in the two surveys. In 1986, women were asked to provide the month and year in which use of each method began and ended (within pregnancy intervals), while the 1995 survey used an event-history calendar to obtain this information. A peculiarity resulting from use of the latter method is that very few women indicated on their calendars that they began using any method in the same month that they stopped using their previous method. Instead, these events tended to be reported to be spoken of; to be mentioned, whether favorably or unfavorably.

See also: Report
 as occurring in adjacent months. Because the great majority of adjacent intervals probably indicated a direct switch from one method to another, we followed a protocol used in previous research (23) and coded this event as a switch.

By contrast, in the earlier survey, this pattern of adjacent but nonoverlapping intervals was much less common, and many new intervals of method use started during the same calendar month that use of a prior method ended. Thus, we coded intervals of method use that ended and began in adjacent months as being separated by a month of nonuse. This difference, in which we probably overestimated the amount of nonuse in the earlier survey and may have underestimated it in the later one, may account for much of the observed change in estimated rates of switching to and from nonuse. However, these data collection and coding differences reduced the number of observed intervals of nonuse in the 1995 survey only by about 15%.

Another notable finding for married women is the strong link between condom use and the adoption of male sterilization. The importance of this relationship may be missed when one looks only at the gross two-year switching rate of 6%. However, the strength of this link becomes clear when one considers that more than half of adopters of male sterilization have the condom as their origin method.

It is not surprising that unmarried women have higher rates of method switching than married women do, and that they are both more likely to switch to no method and to be nonusers for longer periods of time. However, the strong link between the condom and no method is somewhat surprising. The high rate of switching between these methods suggests that some unmarried women may move back and forth between them as their perceived risk of acquiring STDs shifts.

The extent to which dual-method use is a long-term choice among unmarried women is also an important finding. Indeed, dual-method users' loyalty is similar to that found for users of condoms and other reversible methods. In addition, we found that dual-method use occurs most often when pill users add the condom, although about one-third of dual-method adopters are former condom users, and there is evidence that former pill users return to using the pill alone when they stop dual use.

The multivariate results suggest that women's method switching decisions are primarily related to their desire for either short-term or long-term pregnancy protection; their desire to avoid possible health risks associated with method use; and, among unmarried women, their need for protection against STDs. The impact of desire for appropriate pregnancy protection is demonstrated most clearly in the results associated with age and parity. Among married women, older women are more likely than younger women to switch to sterilization. Childless women, by contrast, are very unlikely to adopt sterilization.

Age also ties in to the role of health risks in switching choices. Among both married and single women, older women are less likely to switch to the pill. Furthermore, older unmarried women are less likely to switch from most origin methods to long-acting methods.

The role of disease prevention in women's method switching is evident in the effects of unmarried women's race and religious affiliation. Black women, who face elevated risks of acquiring STDs, are more loyal to the condom than other women and have higher rates of switching to dual methods from either the pill or the condom. Women with no religious affiliation, whose sexual behavior is more risky than other women's, have higher rates of switching to the condom and dual methods.

Our results lend support to prior research that has found pregnancy protection, possible method-related health risks and STD protection to be the most important factors in women's decisions regarding contraceptive methods. (24) (These same factors also have been found to be the most salient for men's method choices, with STD protection being the most important method attribute (1) In relational database management, a field within a record.

(2) In object technology, a single element of data. See instance attribute and static attribute.
 among unmarried men. (25)) Our research adds to our knowledge by explicitly linking these factors to women's method choices.

Overall, our finding that two-year switching rates are 30% or higher for women using reversible contraceptive methods is somewhat disturbing. Some of this switching is undoubtedly due to changes in women's circumstances that alter how well their method fits their needs. However, this high volume of circulation also suggests that many women are probably dissatisfied dis·sat·is·fied  
adj.
Feeling or exhibiting a lack of contentment or satisfaction.



dis·satis·fied
 with their experiences with particular methods. This is also indicated by our finding that about one in 10 women choose to abandon contraception contraception: see birth control.
contraception

Birth control by prevention of conception or impregnation. The most common method is sterilization. The most effective temporary methods are nearly 99% effective if used consistently and correctly.
 altogether, even while they are at risk of an unintended pregnancy. Further, more than half of married women and nearly one-third of unmarried women who stop using a method continue to have unprotected sex Unprotected sex refers to any act of sexual intercourse in which the participants use no form of barrier contraception. Sexually transmitted infections
Specifically, unprotected sex
 for two years or longer, rather than adopt a replacement method. Thus, it appears that some women are unable to identify and adopt a method that adequately meets their needs, and that others may be unprepared for the side effects Side effects

Effects of a proposed project on other parts of the firm.
 or other consequences of using the method they choose.
TABLE 1. Percentage of married women using selected
contraceptive methods who switched to a new method within two
years, by new (destination) method, 1995 National Survey of Family
Growth

Origin method       N       Destination method

                            All           Female          Male
                                          sterilization   sterilization

All                 2,973   39.6          2.0             2.8
                            (3.7-12.5)    (1.3-2.8)       (2.1-3.7)

Implant/            147     30.0          4.0             0.0
injectable/IUD              (20.1-40.2)   (0.2-11.2)      (na)

Pill                745     41.5          2.2             1.7
                            (36.0-47.1)   (0.8-3.9)       (0.6-3.0)

Condom              764     41.6          1.5             5.6
                            (36.0-47.2)   (0.6-2.7)       (3.3-8.1)

Other reversible    546     29.6          1.5             2.9
                            (24.3-35.1)   (0.2-3.3)       (1.5-4.6)

None                771     42.8          2.1             1.5
                            (37.4-48.5)   (1.0-3.4)       (0.5-2.8)

Origin method        N       Destination method

                             Implant/         Pill          Condom
                             injectable/IUD

All                  2,973   2.4              7.9           9.3
                             (1.6-3.2)        (6.5-9.2)     (7.8-10.9)

Implant/             147     na               5.1           9.2
injectable/IUD                                (1.4-9.6)     (3.6-16.3)

Pill                 745     3.3              na            14.7
                             (1.5-5.3)                      (11.1-19.0)

Condom               764     2.6              11.5          na
                             (1.2-4.3)        (8.2-15.3)

Other reversible     546     0.9              5.7           8.4
                             (0.1-2.0)        (3.6-8.2)     (5.8-11.3)

None                 771     2.3              17.0          12.4
                             (1.2-3.8)        (12.7-21.9)   (9.5-15.7)

Origin method        N       Destination method

                             Other         None
                             reversible

All                  2,973   6.6           8.7
                             (5.3-7.9)     (7.2-10.4)

Implant/             147     6.1           5.5
injectable/IUD               (1.9-11.9)    (1.4-10.3)

Pill                 745     9.0           10.6
                             (6.0-12.2)    (7.3-14.6)

Condom               764     7.7           12.6
                             (5.4-10.4)    (9.3-16.1)

Other reversible     546     na            10.2
                                           (6.7-14.1)

None                 771     7.4           na
                             (4.7-10.6)

Notes: Ns are unweighted. Figures in parentheses are 95% confidence
intervals, derived from bootstrapping using 1,000 resamples.
na=not applicable.
TABLE 2. Percentage distribution of married women, by origin method,
and percentage distribution of those who switched to specific
destination methods, by origin method

Origin method        %      Destination method

                            Female          Male
                            sterilization   sterilization

Implant/
  injectable/IUD      4.6       9.5             0.0
Pill                 25.8      29.4            15.7
Condom               26.0      20.5            51.5
Other reversible     18.5      14.0            19.1
None                 25.2      26.7            13.7
Total               100.0     100.0           100.0

Origin method        %       Destination method

                             Implant/          Pill    Condom
                             injectable/IUD

Implant/
  injectable/IUD      4.6       na              2.7      4.8
Pill                 25.8      37.1             na      42.6
Condom               26.0      29.4            34.9      na
Other reversible     18.5       7.5            12.3     17.4
None                 25.2      26.0            50.0     35.2
Total               100.0     100.0           100.0    100.0

Origin method        %       Destination method

                             Other          None
                             reversible

Implant/
  injectable/IUD      4.6       4.4          3.1
Pill                 25.8      35.9         33.5
Condom               26.0      30.9         40.3
Other reversible     18.5       na          23.0
None                 25.2      28.9          na
Total               100.0     100.0        100.0

Note: na=not applicable.
TABLE 3. Percentage of unmarried women using selected contraceptive
methods who switched to a new method within two years, by new
(destination) method

Origin method          N       Destination method

                            All             Long-term ([dagger])

All                 4,896   60.9            3.4
                            (58.6-63.0)     (2.7-4.3)

Implant/              204   33.4            3.1
injectable/IUD              (21.6-45.2)     (0.6-7.0)

Dual methods          374   68.1            4.3
                            (61.6-74.8)     (2.2-6.7)

Pill                1,110   51.6            4.3
                            (46.8-56.5)     (2.5-6.3)

Condom              1,400   63.8            2.0
                            (59.7-68.0)     (1.1-3.0)

Other reversible      593   64.4            2.3
                            (58.2-70.6)     (0.9-4.0)

None                1,215   69.6            5.1
                            (63.9-74.1)     (3.3-7.2)

Origin method          N        Destination method

                            Dual         Pill          Condom
                            methods

All                 4,896   5.3          14.7          15.2
                            (4.4-6.3)    (13.2-16.2)   (13.6-16.7)

Implant/              204   3.8          3.3           5.3
injectable/IUD              (0.7-11.1)   (0.2-8.3)     (1.3-10.3)

Dual methods          374   na           50.1          10.1
                                         (43.2-56.5)   (6.3-14.4)

Pill                1,110   10.1         na            13.6
                            (7.8-12.6)                 (10.7-16.5)

Condom              1,400   6.2          18.7          na
                            (4.3-8.3)    (15.5-21.8)

Other reversible      593   1.0          17.1          30.0
                            (0.3-2.0)    (13.1-21.6)   (24.7-35.4)

None                1,215   3.4          13.3          36.2
                            (1.8-5.5)    (10.6-16.9)   (30.9-41.0)

Origin method          N    Destination method

                            Other         None
                            reversible

All                 4,896   9.2           13.1
                            (8.0-10.4)    (11.7-14.5)

Implant/              204   2.0           15.8
injectable/IUD              (0.8-5.4)     (8.2-25.4)

Dual methods          374   1.9           1.8
                            (0.4-3.9)     (0.5-3.4)

Pill                1,110   7.1           16.5
                            (4.9-9.4)     (13.4-19.9)

Condom              1,400   16.3          20.6
                            (13.8-19.0)   (17.9-23.6)

Other reversible      593   na            14.0
                                          (10.7-17.4)

None                1,215   11.5          na
                            (8.4-14.8)

([dagger]) Sterilization and long-term reversible methods.
Notes: Ns are unweighted. Figures in parentheses are
95% confidence intervals, derived from bootstrapping using
1,000 resamples. na=not applicable.
Table 4. Percentage distribution of unmarried women, by origin method,
and percentage distribution of those who switched to specific to
specific destination methods, by origin method

Origin method        %         Destination method

                             Long-term ([dagger])   Dual
                                                    methods
Implant/
  injectable/IUD      3.7       3.3                   2.6
Dual methods          7.7       9.5                   na
Pill                 23.3      28.7                  44.8
Condom               29.6      16.7                  35.2
Other reversible     12.8       8.4                   2.4
None                 22.9      33.5                  14.9
Total               100.0     100.0                 100.0

Origin method        %            Destination method

                               Pill    Condom   Other          None
                                                reversible

Implant/
  injectable/IUD      3.7       0.8      1.2       0.8          4.7
Dual methods          7.7      26.2      4.8       1.6          1.1
Pill                 23.3       na      19.5      17.8         30.9
Condom               29.6      37.5      na       51.6         49.0
Other reversible     12.8      14.8     23.6       na          14.3
None                 22.9      20.6     50.9      28.2          na
Total               100.0     100.0    100.0     100.0        100.0

([dagger]) Sterilization and long-term reversible methods.
Note: na=not applicable.
TABLE 5. Hazard model coefficients indicating the effects
of married women's characteristics on the risk of switching from a
specific origin method to a specific method

Origin method                      Destination method
and characteristic
                                  All          Sterilization

Pill
Age at start of interval           0.004         0.039 *
Black                              0.238         0.776 *
Hispanic                           0.190        -1.140 *
Completed yrs. of education       -0.028        -0.021
Parity 0 at start of interval      0.461        -0.888 *
No religious affiliation           0.214         0.504 *

Condom
Age at start of interval          -0.024        0.041 *
Black                             -0.010        0.531 *
Hispanic                          -0.273       -2.272 *
Completed yrs. of education       -0.021       -0.136 *
Parity 0 at start of interval      0.014        ([dagger])
No religious affiliation           0.103       -2.047 *

Other reversible
Age at start of interval          -0.019        0.056 *
Black                              0.229       -1.825 *
Hispanic                           0.176       -1.977 *
Completed yrs. of education        0.022        0.109 *
Parity 0 at start of interval      0.425        ([dagger])
No religious affiliation           0.117        0.875 *

None
Age at start of interval          -0.036 *      0.091 *
Black                              0.056        0.884 *
Hispanic                           0.612 *      1.012 *
Completed yrs. of education        0.086 *      0.090 *
Parity 0 at start of interval     -0.700 *     -1.887 *
No religious affiliation           0.148       -1.113

Origin method                     Destination method
and characteristic
                                  Implant/         Pill        Condom
                                  injectable/IUD
Pill
Age at start of interval          -0.016            na         -0.016
Black                             -0.524            na          0.265
Hispanic                           0.181            na          0.013
Completed yrs. of education       -0.031            na          0.175 *
Parity 0 at start of interval      1.499 *          na         -0.035
No religious affiliation           1.491 *          na         -0.308

Condom
Age at start of interval          -0.035 *         -0.003       na
Black                             -0.187           -1.386 *     na
Hispanic                          -0.248           -2.217 *     na
Completed yrs. of education       -0.153 *         -0.119 *     na
Parity 0 at start of interval     ([dagger])        0.061       na
No religious affiliation          -0.885            0.155       na

Other reversible
Age at start of interval           0.064 *         -0.121 *    -0.089 *
Black                              0.328            0.217      -1.738 *
Hispanic                           1.114 *         -0.089       0.520 *
Completed yrs. of education        0.066 *          0.161 *     0.043
Parity 0 at start of interval     ([dagger])        1.373 *     0.258
No religious affiliation          ([dagger])       -0.021       0.629 *

None
Age at start of interval          -0.042           -0.081 *    -0.027
Black                              0.055            0.821 *     0.436 *
Hispanic                           1.636 *          0.127       0.763 *
Completed yrs. of education       -0.074            0.090 *     0.062
Parity 0 at start of interval     ([dagger])       -0.547 *     0.126
No religious affiliation           0.900           -1.725 *     1.236 *

Origin method                      Destination method
and characteristic
                                  Other          None
                                  reversible
Pill
Age at start of interval           0.016        -0.091 *
Black                             -0.205         0.322 *
Hispanic                          -0.312         0.126
Completed yrs. of education       -0.113 *      -0.070 *
Parity 0 at start of interval     -0.211         0.173
No religious affiliation           0.000        -1.583 *

Condom
Age at start of interval          -0.187 *      -0.019
Black                             -0.900 *       0.235
Hispanic                          -0.342 *      -0.236
Completed yrs. of education        0.008         0.043
Parity 0 at start of interval     -1.034 *       0.263
No religious affiliation          -0.187        -0.283

Other reversible
Age at start of interval           na            0.075 *
Black                              na           -0.798 *
Hispanic                           na           -0.160
Completed yrs. of education        na           -0.133 *
Parity 0 at start of interval      na            1.694 *
No religious affiliation           na            0.418 *

None
Age at start of interval           0.036         na
Black                             -1.661 *       na
Hispanic                          -0.001         na
Completed yrs. of education        0.211 *       na
Parity 0 at start of interval     -2.010 *       na
No religious affiliation          -0.438         na

* p [less than or equal to] .05. ([dagger]) Variable deleted from
the model because no women with the characteristic switched to the
method. Notes: Models also control for women's living arrangements
during childhood, age at menarche and duration of use (not shown),
na=not applicable. No results are shown for models in which long-term
reversible methods were the origin method because few married women use
those methods and rates of switching from those methods to each
destination method are very low.
TABLE 6. Hazard model coefficients indicating the effects of unmarried
women's characteristics on the risk of switching from a specific
origin method to a specific destination method

Origin method and                    Destination method
characteristic
                                     All       Long-term ([dagger])

Dual methods
Age at start of interval             0.000       0.083 *
Black                               -0.449      -0.436
Hispanic                            -0.144      -1.805
Completed yrs. of education         -0.003       0.052
Parity 0 at start of interval        0.182      -3.485 *
No religious affiliation             0.486 *    -0.154

Pill
Age at start of interval            -0.018       0.007
Black                                0.271      -0.431
Hispanic                            -0.196      -0.349
Completed yrs. of education         -0.062      -0.125 *
Parity 0 at start of interval        0.273      -0.471 *
No religious affiliation             0.224      -0.910 *

Condom
Age at start of interval            -0.013       0.037 *
Black                               -0.439 *    -0.267
Hispanic                            -0.202      ([double dagger])
Completed yrs. of education          0.027       0.187 *
Parity 0 at start of interval        0.082      -2.186 *
No religious affiliation             0.011      -0.268

Other reversible
Age at start of interval            -0.076 *    -0.038
Black                               -0.213      -0.257
Hispanic                            -0.041      -0.200
Completed yrs. of education          0.057      -0.120
Parity 0 at start of interval       -0.078      -0.988 *
No religious affiliation            -0.279      -0.652

None
Age at start of interval            -0.034 *     0.012
Black                               -0.278      -0.637 *
Hispanic                            -0.118      -0.045
Completed yrs. of education          0.098 *    -0.082
Parity 0 at start of interval        0.214      -0.954 *
No religious affiliation            -0.154      -0.503

Origin method and                        Destination method
characteristic
                                    Dual         Pill        Condom
                                    methods

Dual methods
Age at start of interval             na         -0.005      -0.071
Black                                na         -0.390 *    -0.123
Hispanic                             na         -0.312       1.671 *
Completed yrs. of education          na         -0.017       0.080
Parity 0 at start of interval        na          0.351       0.298
No religious affiliation             na         -0.677 *     2.220 *

Pill
Age at start of interval             0.008       na         -0.061 *
Black                                0.610 *     na          0.291 *
Hispanic                            -0.820 *     na         -0.450 *
Completed yrs. of education         -0.085 *     na          0.106 *
Parity 0 at start of interval        1.683 *     na         -0.080
No religious affiliation             0.380 *     na          0.318 *

Condom
Age at start of interval            -0.141 *    -0.137 *     na
Black                                0.639 *    -0.981 *     na
Hispanic                            -1.322 *    -0.632 *     na
Completed yrs. of education          0.055       0.235 *     na
Parity 0 at start of interval        0.616 *    -0.042       na
No religious affiliation             0.367 *    -0.396 *     na

Other reversible
Age at start of interval            -0.201 *    -0.114 *    -0.038 *
Black                                0.302      -0.611 *    -0.569 *
Hispanic                             1.674 *    -0.258      -0.078
Completed yrs. of education          0.168      -0.020       0.075 *
Parity 0 at start of interval        0.175       0.368       0.323
No religious affiliation            -1.032      -0.604 *     0.128

None
Age at start of interval            -0.034      -0.073 *    -0.051 *
Black                               -0.206      -0.752 *    -0.284 *
Hispanic                            -3.896 *    -0.874 *     0.030
Completed yrs. of education         -0.073       0.112 *     0.168 *
Parity 0 at start of interval        0.775 *    -0.559 *     0.673 *
No religious affiliation            -2.855 *    -0.518 *    -0.224 *

Origin method and                   Destination method
characteristic
                                   Other            None
                                   reversible

Dual methods
Age at start of interval           -0.137          -0.059
Black                              -2.228 *         1.474 *
Hispanic                           -0.973          ([double dagger])
Completed yrs. of education         0.409 *         0.218
Parity 0 at start of interval      -2.800 *         0.035
No religious affiliation           -0.279          -0.675

Pill
Age at start of interval            0.032 *        -0.025 *
Black                              -1.117 *         0.143
Hispanic                            0.269          -1.159 *
Completed yrs. of education         0.034           0.130 *
Parity 0 at start of interval       0.411 *        -0.563 *
No religious affiliation            0.356 *        -0.028

Condom
Age at start of interval           -0.002           0.031 *
Black                              -0.402 *         0.235 *
Hispanic                           -0.693 *         0.193
Completed yrs. of education        -0.004          -0.023
Parity 0 at start of interval       0.180           0.331 *
No religious affiliation            0.106           0.255 *

Other reversible
Age at start of interval            na             -0.004
Black                               na              0.094
Hispanic                            na             -0.467
Completed yrs. of education         na              0.052
Parity 0 at start of interval       na             -0.419 *
No religious affiliation            na              0.153

None
Age at start of interval           -0.013           na
Black                              -0.459 *         na
Hispanic                            0.360           na
Completed yrs. of education         0.110 *         na
Parity 0 at start of interval       0.600 *         na
No religious affiliation           -0.250           na

* p [less than or equal to] .05. ([dagger]) Sterilization and
long-term reversible methods. ([double dagger]) Variable deleted
from the model because no women with the characteristic
switched to the method. Notes: Models also control for women's
living arrangements during childhood, age at menarche and
duration of use (not shown). na=not applicable.


Acknowledgments See About this product.

The research reported in this article was supported by grants from the National Institute of Child Health and Human Development (NICHD NICHD National Institute of Child Health and Human Development. ). The views and opinions expressed here do not necessarily reflect the views or policies of NICHD or the Battelle Memorial Institute The Battelle Memorial Institute is a private not-for-profit applied science and technology development company headquartered in Columbus, Ohio. The institute opened in 1929 but traces its origins to the 1923 will of Ohio industrialist Gordon Battelle which provided for its . The authors thank Anjanette Nelson-Wally and Audra Audra is a darkwave band formed in 1991 in Mesa, Arizona (originally as "Audra's Pearls") by brothers Bret and Bart Helm.

Sam Rosenthal, of Projekt Records, became aware of the band in 1999. Enjoying their music, he invited them to sign with Projekt.
 Wenslow for their programming assistance.

* When multiple methods were used during a calendar month, we classified use according to the most effective method reported. Relying on previous research, we used the following hierarchy: sterilization, implant, injectable, IUD, the pill, male condom and other reversible methods (source: reference 1). There are two exceptions to this coding scheme. If a woman used two methods sequentially during a month, and she had used one of them alone in the previous month and used the other alone in the subsequent month, we classified her as having switched midmonth. Among single women, we also defined the joint use of the condom and a highly effective method (sterilization, implant, injectable, IUD or the pill) as dual-method use. In contrast to previous researchers, we explicitly coded women's nonuse while they were at risk of unintended pregnancy under any of three circumstances: The months of nonuse were immediately preceded and followed by periods of use; the period of nonuse overlapped with the month of a conception, and the woman reported that she had not stopped use to conceive; or the period of nonuse continued to the survey date, and the woman reported that she had not stopped using a method to conceive.

([dagger]) Although condom use in combination with the implant, injectable and IUD is reported, dual-method use among unmarried women is overwhelmingly condom use in combination with pill use.

([double dagger]) We had to restrict the analysis to intervals beginning within the observation period because the NSFG does not provide information on the start date for earlier periods of method use. Consequently, our results do not reflect the experiences of those who have successfully used contraceptives for longer periods (that is, women whose first month of use occurred before the beginning of the observation period and who continued using their method until the end of the observation period). This potential problem is likely to be greater for married women than for single women because of married women's lower discontinuation rates and greater reliance on sterilization. However, the switching rates we obtained for married women are remarkably similar to those we obtained in our earlier analysis (source: reference 4), despite a growing reliance on sterilization. This suggests a high degree of stability in married women's method switching and provides increased confidence that our results reflect the earlier, unobserved experiences of women not included in the analyses.

([section]) For example, consider a woman who used a method for six months before switching. If she reported a two-month period when she was not having intercourse, she was counted as having used her method for only four months prior to the switch. Further, even if she stopped using her method during the time she was sexually abstinent, we considered her to have used continuously. In addition, we counted switches that occurred during a period of sexual abstinence as switches, with the accumulation of months of use of the origin method ending at the start of the period of abstinence abstinence: see fasting; temperance movements. , and the accumulation of months of use of the destination method starting at the end of the period of abstinence.

* Statistical significance levels for coefficients in the hazards models reflect the fact that the errors of these estimates were adjusted, using 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 , to account for clustering in the NSFG sample.

([dagger]) Initially, we also identified Catholics, conservative Protestants and members of other religions, but we found that very few differences across these groups and collapsed our variable to a dichotomy di·chot·o·my  
n. pl. di·chot·o·mies
1. Division into two usually contradictory parts or opinions: "the dichotomy of the one and the many" Louis Auchincloss.
 to simplify our presentation and focus on the religious distinction that we found to be most important.

* We initially created 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
 indicating single months of duration to examine duration dependence. The variables we defined adequately captured such duration dependence in models where it was found, and their use allowed us to more easily investigate any nonproportionality in the effects of the covariates (none were identified). Further, the definition of the duration variables had very little effect on the estimated coefficients of other covariates. Because duration dependence was not of explicit interest, these variables were maintained in all models.

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(4.) Grady Grady is the name of more than one place in the United States:
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American sculptor best remembered for his vigorous portrait busts of Woodrow Wilson, Franklin D. Roosevelt, and Albert Einstein, among others.
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Of or relating to individuals or households supported by an income that is below average.
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American sharpshooter. She was the star attraction of Buffalo Bill's Wild West Show.

Noun 1. Oakley - United States sharpshooter who was featured in Buffalo Bill's Wild West Show (1860-1926)
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A pill, typically containing estrogen or progesterone, that prevents conception or pregnancy. Also called birth control pill.
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British writer whose satirical novels, such as Decline and Fall (1928) and Vile Bodies (1930), lampoon high society.
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Medical and surgical specialty concerned with the management of pregnancy and childbirth and with the health of the female reproductive system.
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a. A section formed by a plane cutting through an object, usually at right angles to an axis.

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The usually older, central part of a city, especially when characterized by crowded neighborhoods in which low-income, often minority groups predominate.
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Of, relating to, or undergoing adolescence.

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A young person who has undergone puberty but who has not reached full maturity; a teenager.
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Oral contraceptives are medicines taken by mouth to help prevent pregnancy. They are also known as the Pill, OCs, or birth control pills.
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(11.) Frank ML et al., 1995, op. cit. (see reference 10); Santelli JS et al., 1995, op. cit. (see reference 10); and Weisman CS et al., 1991, op. cit. (see reference 10).

(12.) Trussell J and Vaughan B, 1999, op. cit. (see reference 1).

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Application of mathematical and statistical techniques to economics in the study of problems, the analysis of data, and the development and testing of theories and models.
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New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of
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  • Wilcox, Nebraska
  • Wilcox County, Alabama
  • Wilcox County, Georgia
  • Wilcox Township, Michigan
People
See Wilcox (surname) Other
  • Adrian C.
 LS and Mosher A mosher is a person who is crossed between goth/punk/skater they have long hair and listen to music like slipknot and metal music. Some people call them headbangers. At certain music shows they have something called a mosh pit, basically its a fight pit with loads of people bashing each other.  WD, Characteristics associated with impaired fecundity in the United States, Family Planning Perspectives, 1994, 26(5):218-221.

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(16.) Laumann EO et al., The Social Organization of Sexuality: Sexual Practices in the United States, Chicago Chicago, city, United States
Chicago (shĭkä`gō, shĭkô`gō), city (1990 pop. 2,783,726), seat of Cook co., NE Ill., on Lake Michigan; inc. 1837.
: University of Chicago Press The University of Chicago Press is the largest university press in the United States. It is operated by the University of Chicago and publishes a wide variety of academic titles, including The Chicago Manual of Style, dozens of academic journals, including , 1994.

(17.) Ibid.

(18.) Brewster Brew·ster   , William 1567-1644.

English Pilgrim colonist who sailed to America on the Mayflower (1620) and was the religious leader of Plymouth Colony.
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(19.) Grady WR et al., 1989, op. cit. (see reference 4).

(20.) Laumann EO et al., 1994, op. cit. (see reference 16).

(21.) Grady WR et al., 1989, op. cit. (see reference 4).

(22.) Matthews S Matthews may refer to:

In places:
  • Matthews, Indiana
  • Matthews, Missouri
  • Matthews, North Carolina
People with the surname Matthews:
  • Matthews (surname)
See also
  • Mount Matthews
  • St.
, Ribar D and Wilhelm Wilhelm. For German rulers thus named, use William.  M, The effects of economic conditions and access to reproductive health Within the framework of WHO's definition of health[1] as a state of complete physical, mental and social well-being, and not merely the absence of disease or infirmity, reproductive health, or sexual health/hygiene  services on state abortion rates and birthrates, Family Planning Perspectives, 1997, 29(2):52-60.

(23.) Trussell J and Vaughan B, 1999, op. cit. (see reference 1).

(24.) Grady WR, Klepinger DH and Nelson-Wally A, Contraceptive characteristics: the perceptions and priorities of men and women, Family Planning Perspectives, 1999, 31 (4): 168-175.

(25.) Ibid.

William William, crown prince of Germany
William or Frederick William, 1882–1951, crown prince of Germany, son of William II. In World War I he commanded (1914) an army on the Western Front and was nominal commander in the German attack
 R. Grady is health research leader, John O. G. Billy is health research leader and Daniel Daniel, book of the Bible
Daniel, book of the Bible. It combines "court" tales, perhaps originating from the 6th cent. B.C., and a series of apocalyptic visions arising from the time of the Maccabean emergency (167–164 B.C.
 H. Klepinger is senior health research scientist, all at the Battelle Battelle may refer to:
  • Battelle Hall, multi-purpose arena and exhibit hall located in Columbus, Ohio
  • Battelle Memorial Institute, private not-for-profit applied science and technology development company headquartered in Columbus, Ohio
 Centers for Public Health Research and Evaluation, Seattle Seattle (sēăt`əl), city (1990 pop. 516,259), seat of King co., W Wash., built on seven hills, between Elliott Bay of Puget Sound and Lake Washington; inc. 1869. .

Author contract: grady@battelle.org See .org.

(networking) org - The top-level domain for organisations or individuals that don't fit any other top-level domain (national, com, edu, or gov). Though many have .org domains, it was never intended to be limited to non-profit organisations.

RFC 1591.
 
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