Histopathology image classification: Highlighting the gap between manual analysis and AI automation
Contents
The Kinsey Reports are two scholarly books on human sexual behavior, Sexual Behavior in the Human Male[1] (1948) and Sexual Behavior in the Human Female[2] (1953), written by Alfred Kinsey, Wardell Pomeroy, Clyde Martin, and (for Sexual Behavior in the Human Female) Paul Gebhard and published by W.B. Saunders. Kinsey was a zoologist at Indiana University and the founder of the Kinsey Institute for Research in Sex, Gender, and Reproduction (more widely known as the Kinsey Institute). Jean Brown, Cornelia Christenson, Dorothy Collins, Hedwig Leser, and Eleanor Roehr were all acknowledged as research assistants on the book's title page. Alice Field was a sex researcher, criminologist, and social scientist in New York; as a research associate for Sexual Behavior in the Human Female, she provided assistance with legal questions.
The sociological data underlying the analysis and conclusions found in Sexual Behavior in the Human Male was collected from approximately 5,300 men over a fifteen-year period. Sexual Behavior in the Human Female was based on personal interviews with approximately 6,000 women. In the latter, Kinsey analyzed data for the frequency with which women participate in various types of sexual activity and looked at how factors such as age, social-economic status, and religious adherence influence sexual behavior.[3]
The two best-selling books were immediately controversial, both within the scientific community and the general public, because they challenged conventional beliefs about sexuality and discussed subjects that had previously been taboo.[4] The validity of Kinsey's methods were sometimes called into question. Despite this, Kinsey's work is considered pioneering and some of the best-known sex research of all time.[5]: 29
Background and method
Surveys of sexual behavior were unprecedented in American society, although Clelia Duel Mosher had conducted a survey of Victorian women. Qualitative studies had been done by Havelock Ellis and Magnus Hirschfeld, but these researchers did not attempt to gather quantitative data. Kinsey built up academic prestige over decades of study and gained the support of Rockefeller family-backed philanthropists for a large-scale analysis. His research was unprecedented in scale, involving 18,000 interviews.
Data was gathered primarily by means of subjective report interviews, conducted according to a structured questionnaire memorized by the experimenters (but not marked on the response sheet in any way).[6] The response sheets were encoded in this way to maintain the confidentiality of the respondents, being entered on a blank grid using response symbols defined in advance.[6] The data were later computerized for processing. All of this material, including the original researchers' notes, remains available from the Kinsey Institute to qualified researchers who demonstrate a need to view such materials. The institute also allows researchers to use statistical software in order to analyze the data.
Findings
Sexual orientation
Sexual orientation |
---|
Sexual orientations |
Related terms |
Research |
Animals |
Related topics |
Parts of the Kinsey Reports regarding diversity in sexual orientations are frequently used to support the common estimate of 10% for homosexuality in the general population. Instead of three categories (heterosexual, bisexual and homosexual), a seven-point Kinsey scale system was used.
The reports also state that nearly 46% of the male subjects had "reacted" sexually to persons of both sexes in the course of their adult lives, and 37% had at least one homosexual experience.[7] 11.6% of white males (ages 20–35) were given a rating of 3 (about equal heterosexual and homosexual experience/response) throughout their adult lives.[8] The study also reported that 10% of American males surveyed were "more or less exclusively homosexual for at least three years between the ages of 16 and 55" (in the 5 to 6 range on the Kinsey scale).[9]
Seven percent of single females (ages 20–35) and four percent of previously married females (ages 20–35) were given a rating of 3 (about equal heterosexual and homosexual experience/response) on Kinsey Heterosexual-Homosexual Rating Scale for this period of their lives.[10] 2 to 6% of females, aged 20–35, were more or less exclusively homosexual in experience/response,[11] and 1 to 3% of unmarried females aged 20–35 were exclusively homosexual in experience/response.[12]
Kinsey scale
The Kinsey scale is used to measure a person's overall balance of heterosexuality and homosexuality, and takes into account both sexual experience and psychosexual reactions. The scale ranges from 0 to 6, with 0 being completely heterosexual and 6 completely homosexual. An additional category, X, was mentioned to describe those who had "no socio-sexual contacts or reactions,"[13] which has been cited by scholars to mean asexuality.[14] The scale was first published in Sexual Behavior in the Human Male (1948) by Kinsey, Wardell Pomeroy and others, and was also prominent in the complementary work Sexual Behavior in the Human Female (1953). Introducing the scale, Kinsey wrote:
Males do not represent two discrete populations, heterosexual and homosexual. The world is not to be divided into sheep and goats. It is a fundamental of taxonomy that nature rarely deals with discrete categories [...] The living world is a continuum in each and every one of its aspects. While emphasising the continuity of the gradations between exclusively heterosexual and exclusively homosexual histories, it has seemed desirable to develop some sort of classification which could be based on the relative amounts of heterosexual and homosexual experience or response in each history... An individual may be assigned a position on this scale, for each period in his life. [...] A seven-point scale comes nearer to showing the many gradations that actually exist.[15]
The scale is as follows:
Rating | Description |
---|---|
0 | Exclusively heterosexual |
1 | Predominantly heterosexual, only incidentally homosexual |
2 | Predominantly heterosexual, but more than incidentally homosexual |
3 | Equally heterosexual and homosexual |
4 | Predominantly homosexual, but more than incidentally heterosexual |
5 | Predominantly homosexual, only incidentally heterosexual |
6 | Exclusively homosexual |
X | No socio-sexual contacts or reactions |
- Men: 11.6% of white males aged 20–35 were given a rating of 3 for this period of their lives.[16]
- Women: 7% of single females aged 20–35 and 4% of previously married females aged 20–35 were given a rating of 3 for this period of their lives.[17] 2 to 6% of females, aged 20–35, were given a rating of 5[18] and 1 to 3% of unmarried females aged 20–35 were rated as 6.[19]
Marital coitus
The average frequency of marital sex reported by women was 2.8 times a week in the late teens, 2.2 times a week by age 30, and 1.0 times a week by age 50.[20] Kinsey estimated that approximately 50% of all married males had extramarital sex at some time during their married lives.[21] Among the sample, 26% of females had extramarital sex by their forties. Between 1 in 6 and 1 in 10 females from age 26 to 50 were engaged in extramarital sex.[22] However, Kinsey classified couples who have lived together for at least a year as "married", inflating the statistics for extra-marital sex.[23][24]
Sadomasochism
12% of females and 22% of males reported having an erotic response to a sadomasochistic story.[25]
Biting
Responses to being bitten:[25]
Erotic Responses | By Females | By Males |
---|---|---|
Definite and/or frequent | 26% | 26% |
Some response | 29% | 24% |
Never | 45% | 50% |
Number of cases | 2200 | 567 |
Zoophilia
The report estimated the amount of American citizens that have engaged in zoophilia to be approximately eight million.[26]
Criticism
Kinsey's statistics in his Reports have been criticized both at the time he published and today. Although Kinsey sought to work on a more complete report involving 100,000 interviews and considered the initial 1948 publication to be a sample progress report, academics have criticized the sample selection and sample bias in the reports' methodology.[27] The main issues cited by researchers are that Kinsey did not use random sampling procedures when collecting his data, that significant portions of his samples come from prison populations and male prostitutes, and that people who volunteer to be interviewed about taboo subjects are likely to create a self-selection bias. These issues would undermine the usefulness of the sample in terms of determining the tendencies of the overall population.
Statistics
In 1948, the same year as the original publication, a committee of the American Statistical Association, including notable statisticians such as John Tukey, condemned the sampling procedure. In a tense meeting with Kinsey, Tukey supposedly declared that even a sample as small as three to five, chosen randomly, would be preferable to hundreds in Kinsey's sample.[28] In 1954, leading statisticians, including William Gemmell Cochran, Frederick Mosteller, John Tukey, and W. O. Jenkins issued for the American Statistical Association a critique of Kinsey's 1948 Male report, stating:
Critics are justified in their objections that many of the most interesting and provocative statements in the [Kinsey 1948] book are not based on the data presented therein, and it is not made clear to the reader on what evidence the statements are based. Further, the conclusions drawn from data presented in the book are often stated by KPM [Kinsey, Pomeroy, and Martin] in much too bold and confident a manner. Taken cumulatively, these objections amount to saying that much of the writing in the book falls below the level of good scientific writing.[29]
In response, Paul Gebhard, Kinsey's close colleague, "Sexual Behavior in the Human Female" co-author, and successor as director of the Kinsey Institute for Sex Research,[30] cleaned the Kinsey data of purported contaminants, removing, for example, all material derived from prison populations in the basic sample.[31] (Gebhard had, while working with Kinsey, raised serious concerns about the use of prison populations especially, but had been shot down by Kinsey at the time.[32]) In 1979, Gebhard (with Alan B. Johnson) published The Kinsey Data: Marginal Tabulations of the 1938–1963 Interviews Conducted by the Institute for Sex Research. Their conclusion, to Gebhard's surprise, was that none of Kinsey's original estimates were significantly affected by this bias: that is, the prison population and male prostitutes had the same statistical tendencies as the rest of the men Kinsey interviewed. The results were summarized by historian, playwright, and gay-rights activist Martin Duberman: "Instead of Kinsey's 37% (men who had at least one homosexual experience), Gebhard and Johnson came up with 36.4%; the 10% figure (men who were "more or less exclusively homosexual for at least three years between the ages of 16 and 55"), with prison inmates excluded, came to 9.9% for white, college-educated males and 12.7% for those with less education.[33]
Kinsey himself was extremely frustrated by the criticisms of his sampling procedures, because he maintained that there was no way to do a successful study about sex using random probability sampling.[34] As Kinsey biographer Jonathan Gathorne-Hardy points out, because of the sensitive nature of a sex study, contacting a truly random sample will garner a very high refusal rate--as modern sex studies using random sampling have shown.[34] If the study is trying to gather information about any sort of population subgroups, as Kinsey was, the small percentages of the population plus the high rates of refusal may make these subgroups effectively disappear, despite their importance to the study.[34]
Volunteer bias
In the 1950s, psychologist Abraham Maslow stated that Kinsey did not consider "volunteer bias." The data represented only those volunteering to participate in discussion of taboo topics. Most Americans were reluctant to discuss the intimate details of their sex lives even with their spouses and close friends. Before the publication of Kinsey's reports, Maslow tested Kinsey's volunteers for bias. He concluded that Kinsey's sample was unrepresentative of the general population.[35]
The charge of an over-reliance on volunteers is also critiqued in the Gathorne-Hardy biography. All surveys rely on volunteers.[34] Kinsey attempted to correct for this by gathering as many "100 percent groups" as he could--that is, collecting all (or nearly all) of the sex histories of a given group that had gathered together for reasons other than sex, such as law societies, sororities, or even a small group of hikers.[36] Kinsey would ask the president or leader of the group to agree to an interview, and then that leader's influence would get him an initial batch of volunteers from the group, a second batch who did not want to be seen volunteering but would agree to be interviewed, and then a third batch brought in by, essentially, peer pressure.[36] While all the participants were still volunteers, he got interviews and thus samples he would not have otherwise gotten. In addition, the groups themselves, though any one was not representative of the population as a whole, provided a random element while encouraging greater participation.[36] These "100 percent groups" made up about a quarter of Kinsey's overall data.[36]
Other criticisms
More recent researchers have also criticized Kinsey's sampling methods and believe that he overestimated the frequency of nonheterosexual behaviors and attractions, because the Kinsey Reports show higher frequencies of homosexuality than more modern studies do.[5]: 147 [37][38]: 9 This may be explained in part by Kinsey's interview style, which focused on in-depth conversations with subjects carried out by himself or highly trained members of his team; they emphasized creating rapport with the interviewee and making them feel comfortable and secure.[39] Modern interviewers tend to be less thoroughly trained and emphasize scientific detachment, which may make respondents less likely to share sensitive personal details.[39]
It has been suggested that some data in the reports could not have been obtained without collaborations with child molesters.[40] The Kinsey Institute denies this charge, though it acknowledges that men who have had sexual experiences with children were interviewed, with Kinsey balancing what he saw as the need for their anonymity to solicit "honest answers on such taboo subjects" against the likelihood that their crimes would continue.[41][42]
Historian Peter Gay described Sexual Behavior in the Human Male as "methodologically far from persuasive".[43]
Sociologist Edward Laumann stated that the Kinsey Reports were limited to the biology of sex and lacked psychological and clinical information and analysis and that this "meant that sex research did not move into the mainstream of academic credibility. People took their reputations in their hands if they attempted to pursue it."[44] Laumann also acknowledged that "The Kinsey report was a cultural event of enormous consequence."[44]
Context and significance
Only 5,000 copies of Sexual Behavior in the Human Male were initially printed in 1948 and its success surprised the publisher. Prior to the release of the second report in 1953, the first book had sold over 265,000 copies in the United States.[45]
Together, the Kinsey Reports sold three-quarters of a million copies and were translated into thirteen languages, and may be considered as some of the most successful and influential scientific books of the 20th century.[46][47] They were also associated with a change in the public perception of sexuality.[46][47] In the 1960s, following the introduction of the first oral contraceptive, this change was to be expressed in the sexual revolution.[citation needed] Additionally, in 1966 Masters and Johnson would publish the first of two texts, cataloguing their investigations into the physiology of sex, breaking taboos and misapprehensions similar to those Kinsey had confronted more than a decade earlier in a closely related field.[46][47] The Cole Porter song "Too Darn Hot" makes references to the report.[citation needed]
See also
- Kinsey, a film based on the life of Alfred Kinsey
- Klein Sexual Orientation Grid
References
- ^ Sexual Behavior in the Human Male, ISBN 978-0-253-33412-1.
- ^ Kinsey, A.; Pomeroy, W.; Martin, C., & Gebhard, P. Sexual Behavior in the Human Female, Philadelphia: Saunders (1953), ISBN 978-0-253-33411-4.
- ^ Wolman, Benjamin B.; Money, John (1993). Handbook of Human Sexuality. J. Aronson. p. 131. ISBN 978-0-87668-775-8.
- ^ LeVay, Simon (February 1997). City of Friends: A Portrait of the Gay and Lesbian Community in America. MIT Press. p. 51. ISBN 978-0-262-62113-7.
- ^ a b Lehmiller, Justin (2018). The Psychology of Human Sexuality (Second ed.). John Wiley & Sons Ltd. p. 147. ISBN 978-1-119-16473-9.
- ^ a b Ericksen, J. (1998). "With Enough Cases, Why Do You Need Statistics? Revisiting Kinsey's Methodology". The Journal of Sex Research. 35 (2): 132–140. doi:10.1080/00224499809551926. JSTOR 3813665.
- ^ Sexual Behavior in the Human Male, p. 656
- ^ Sexual Behavior in the Human Male, Table 147, p. 651
- ^ Sexual Behavior in the Human Male, p. 651
- ^ Sexual Behavior in the Human Female, Table 142, p. 499
- ^ Sexual Behavior in the Human Female, p. 488
- ^ Sexual Behavior in the Human Female, Table 142, p. 499, and p. 474
- ^ Kinsey Male volume, pages 638 and 647; Female volume, page 472.
- ^ Mary Zeiss Stange; Carol K. Oyster; Jane E. Sloan (2011). Encyclopedia of Women in Today's World. Sage Pubns. p. 158. ISBN 978-1-4129-7685-5. Retrieved December 17, 2011.
- ^ Kinsey, et al. (1948). pp. 639, 656.
- ^ Kinsey, et al. 1948. Sexual Behavior in the Human Male, Table 147, p. 651
- ^ Kinsey, et al. 1953. Sexual Behavior in the Human Female, Table 142, p. 499
- ^ Kinsey, et al. 1953. Sexual Behavior in the Human Female, p. 488
- ^ Kinsey, et al. 1953. Sexual Behavior in the Human Female, Table 142, p. 499, and p. 474
- ^ Sexual Behavior in the Human Female, p. 348-349, 351.
- ^ Sexual Behavior in the Human Male, pp. 585, 587
- ^ Sexual Behavior in the Human Female, p. 416
- ^ Kinsey, Alfred. Sexual Behavior in the Human Female, p. 53.
- ^ Jones, James H. (1997). Alfred C. Kinsey: A Public/Private Life. New York: Norton.
- ^ a b Sexual Behavior in the Human Female, pp. 677-678
- ^ Podberscek, A.L.; Beetz, A.M. (2005). Bestiality and Zoophilia: Sexual Relations with Animals. Anthrozoos Series. Bloomsbury Publishing. p. 24. ISBN 978-0-85785-222-9. Retrieved 2022-11-30.
- ^ LIFE. Time Inc. 1948-08-02.
- ^ Jones 1997, p. 658
- ^ Cochran, William G; Mosteller, Frederick; Tukey, John W; American Statistical Association; National Research Council (US); Committee for Research in Problems of Sex (1954). Statistical problems of the Kinsey report on sexual behavior in the human male: a report of the American Statistical Association committee to advise the National Research Council, Committee for Research in Problems of Sex. Westport, Conn.: Greenwood Press. OCLC 2908863.
- ^ Roberts, Sam (2015-07-22). "Paul Gebhard, Sex Researcher Who Worked with Kinsey, Dies at 98". The New York Times. Archived from the original on 2022-01-03.
- ^ New River Media. "NEW RIVER MEDIA INTERVIEW WITH: PAUL GEBHARD Colleague of Alfred Kinsey 1946-1956 Former Director of the Kinsey Institute". PBS.org. Retrieved May 27, 2017.
- ^ Gathorne-Hardy, Jonathan (2000). Sex the Measure of All Things: A Life of Alfred C. Kinsey. Bloomington, IN: University of Indiana Press. p. 326. ISBN 0-253-33734-8.
- ^ Martin Duberman on Gebhart's "cleaning" of data Archived 2009-01-11 at the Wayback Machine
- ^ a b c d Gathorne-Hardy, Jonathan (2000). Sex the Measure of All Things: A Life of Alfred C. Kinsey. Bloomington, IN: Indiana University Press. pp. 280–281. ISBN 0-253-33734-8.
- ^ Maslow, A. H., and Sakoda, J. (1952). Volunteer error in the Kinsey study, Journal of Abnormal Psychology. 1952 Apr;47(2):259-62.
- ^ a b c d Gathorne-Hardy, Jonathan (2000). Sex the Measure of All Things: A Life of Alfred C. Kinsey. Bloomington, IN: Indiana University Press. pp. 144–147. ISBN 0-253-33734-8.
- ^ Bailey, J. Michael; Vasey, Paul; Diamond, Lisa; Breedlove, S. Marc; Vilain, Eric; Epprecht, Marc (2016). "Sexual Orientation, Controversy, and Science". Psychological Science in the Public Interest. 17 (2): 45–101. doi:10.1177/1529100616637616. PMID 27113562.
- ^ Balthazart, Jacques (2012). The Biology of Homosexuality. Oxford University Press. p. 29. ISBN 978-0-19-983882-0.
- ^ a b Gathorne-Hardy, Jonathan (2000). Sex the Measure of All Things: A Life of Alfred C. Kinsey. Bloomington, IN: Indiana University Press. pp. 283–286. ISBN 0-253-33734-8.
- ^ Salter, Ph.D., Anna C. (1988). Treating Child Sex Offenders and Victims: A Practical Guide. Sage Publications Inc. pp. 22–24. ISBN 978-0-8039-3182-4.
- ^ Kinsey Institute statement denies child abuse in study Archived 2013-01-23 at the Wayback Machine
- ^ Welsh-Huggins, Andrews (September 1995). "Conservative group attacks Kinsey data on children". Herald-Times. Archived from the original on 2013-05-13. Retrieved 2008-01-22.
Providing such absolute assurances of anonymity was the only way to guarantee honest answers on such taboo subjects, said Gebhard.
- ^ Gay, Peter (1986). The Bourgeois Experience Victoria to Freud. Volume II: The Tender Passion. New York: Oxford University Press. p. 447. ISBN 978-0-19-503741-8.
- ^ a b "50 Years After The Kinsey Report - CBS News". www.cbsnews.com. 2003-01-27. Retrieved 2023-11-05.
- ^ "How Can Kinsey Miss?". Variety. August 26, 1953. p. 61. Retrieved March 13, 2024 – via Internet Archive.
- ^ a b c Janice M. Irvine (2005). Disorders of Desire: Sexuality and Gender in Modern American Sexology. Temple University Press. pp. 37–43. ISBN 978-1-59213-151-8. Retrieved 3 January 2012.
- ^ a b c Charles Zastrow (2007). Introduction to Social Work and Social Welfare: Empowering People. Cengage Learning. p. 228. ISBN 978-0-495-09510-1. Retrieved March 15, 2014.