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Gomez-Zaragoza L, Marin-Morales J, Vargas EP, Giglioli IAC, Raya MA. An Online Attachment Style Recognition System Based on Voice and Machine Learning. IEEE J Biomed Health Inform 2023; 27:5576-5587. [PMID: 37566508 DOI: 10.1109/jbhi.2023.3304369] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/13/2023]
Abstract
Attachment styles are known to have significant associations with mental and physical health. Specifically, insecure attachment leads individuals to higher risk of suffering from mental disorders and chronic diseases. The aim of this study is to develop an attachment recognition model that can distinguish between secure and insecure attachment styles from voice recordings, exploring the importance of acoustic features while also evaluating gender differences. A total of 199 participants recorded their responses to four open questions intended to trigger their attachment system using a web-based interrogation system. The recordings were processed to obtain the standard acoustic feature set eGeMAPS, and recursive feature elimination was applied to select the relevant features. Different supervised machine learning models were trained to recognize attachment styles using both gender-dependent and gender-independent approaches. The gender-independent model achieved a test accuracy of 58.88%, whereas the gender-dependent models obtained 63.88% and 83.63% test accuracy for women and men respectively, indicating a strong influence of gender on attachment style recognition and the need to consider them separately in further studies. These results also demonstrate the potential of acoustic properties for remote assessment of attachment style, enabling fast and objective identification of this health risk factor, and thus supporting the implementation of large-scale mobile screening systems.
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Perez KL, Boisvert DL, Cooke EM, Connolly EJ, Wells J, Lewis RH, Woeckener M, Armstrong TA. The association between the 2D:4D ratio and psychopathic characteristics. Heliyon 2022; 8:e12171. [PMID: 36582696 PMCID: PMC9792753 DOI: 10.1016/j.heliyon.2022.e12171] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 09/09/2022] [Accepted: 11/29/2022] [Indexed: 12/13/2022] Open
Abstract
Prior research has identified relations between prenatal testosterone exposure and various antisocial and criminal behaviors. However, less is known about the association between prenatal testosterone exposure and personality traits, such as psychopathy. This study used self-report and biometric data from a sample of undergraduates (n = 491) at a large southwestern university to examine the association between prenatal testosterone exposure (measured by the 2D:4D ratio) and three dimensions of psychopathy (i.e., callousness, egocentricity, and antisocial behavior). Analyses were stratified by sex to explore sex-specific biological underpinnings of psychopathy in young adulthood. Results showed that males scored significantly higher in psychopathic traits and reported significantly lower 2D:4D ratios, compared to females. Additionally, 2D:4D ratios were negatively associated with egocentricity in males, but not females. These findings contribute to a growing literature on the organizational effects that prenatal testosterone exposure may have on the development of different dimensions of psychopathy.
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Affiliation(s)
- Katherine L. Perez
- Department of Criminal Justice and Criminology, Sam Houston State University, United States
- Corresponding author.
| | - Danielle L. Boisvert
- Department of Criminal Justice and Criminology, Sam Houston State University, United States
| | - Eric M. Cooke
- Criminal Justice Program, Bowling Green State University, United States
| | - Eric J. Connolly
- Department of Criminal Justice and Criminology, Sam Houston State University, United States
| | - Jessica Wells
- Department of Criminal Justice, Boise State University, United States
| | - Richard H. Lewis
- School of Criminal Justice and Criminology, University of Arkansas at Little Rock, United States
| | - Matthias Woeckener
- Department of Criminal Justice and Criminology, Sam Houston State University, United States
| | - Todd A. Armstrong
- School of Criminology and Criminal Justice, University of Nebraska Omaha, United States
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Zhang J, Zheng L. Masculine Voices Predict Attachment Style and Relationship Communication Patterns in Romantic Relationships. JOURNAL OF SEX & MARITAL THERAPY 2021; 47:262-269. [PMID: 33403924 DOI: 10.1080/0092623x.2020.1869125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Humans exhibit sexually-based vocal dimorphisms, providing information about peoples' intrinsic states. Studies indicate that voice pitch predicts relationship quality; however, none have explored its effects on relationship maintenance. We explored the association between sexually dimorphic vocal properties [voice pitch, measured by fundamental frequency (F0) and F0 variation, the within-subject SD in F0 across the utterance (F0-SD)], attachment styles, and communication patterns among Chinese heterosexuals in romantic relationships. Men's F0-SD positively correlates with constructive communication pattern and negatively correlates with avoidant attachment style. No significant correlations are found for women. These findings suggest that men with masculine voices are more avoidantly attached, using avoidant communications. Furthermore, they show that voice may play a crucial role in and be an important morphological index of human mating relationships.
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Affiliation(s)
- Jing Zhang
- School of Psychology, Sichuan Normal University, Chengdu, China
| | - Lijun Zheng
- Key Laboratory of Cognition and Personality (Ministry of Education), Southwest University, Chongqing, China
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Buchholz VN, Mühle C, Kornhuber J, Lenz B. Lower Digit Ratio (2D:4D) Indicative of Excess Prenatal Androgen Is Associated With Increased Sociability and Greater Social Capital. Front Behav Neurosci 2019; 13:246. [PMID: 31866841 PMCID: PMC6906175 DOI: 10.3389/fnbeh.2019.00246] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Accepted: 10/07/2019] [Indexed: 02/02/2023] Open
Abstract
Positive social interactions are crucial for human well-being. Elevated prenatal exposure to testosterone as indicated by a low second-to-fourth finger length ratio (2D:4D) relates to more aggressive/hostile behavior in men of low 2D:4D, especially in challenging situations. How much people enjoy interacting with others is determined by the personality trait sociability. Given its role in approach and avoidance behavior, sociability might also be influenced by prenatal sex hormones, but studies are inconclusive so far. Here, we investigated the association between 2D:4D and the personality trait sociability complemented by personal social capital and personal social network size, in a population-based cohort of 4998 men. Lower 2D:4D correlated significantly with higher trait sociability, bigger personal social capital, and larger personal social network size. These effects were consistent across both hands separately and their mean value. Furthermore, both factors of sociability (1) liking party and company of friends and (2) isolation intolerance, correlated significantly with the prenatal testosterone marker. The exploratory analysis revealed no link between 2D:4D and responses to the personality trait aggression items or items of anti-social-personality disorder. Our data suggest that prenatal androgen exposure organizes the brain with lasting effects on social behavior.
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Affiliation(s)
- Verena N Buchholz
- Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland; Addiction Switzerland, Lausanne, Switzerland; Centre for Addiction and Mental Health, Toronto, ON, Canada; University of the West of England, Frenchay Campus, Bristol, United Kingdom . La Source, School of Nursing Sciences, HES-SO University of Applied Sciences and Arts of Western Switzerland, Lausanne, Switzerland . Institut für Epidemiologie, Biostatistik und Prävention, Hirschengraben, Zurich, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland
- Department of Psychiatry and Psychotherapy, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Christiane Mühle
- Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland; Addiction Switzerland, Lausanne, Switzerland; Centre for Addiction and Mental Health, Toronto, ON, Canada; University of the West of England, Frenchay Campus, Bristol, United Kingdom . La Source, School of Nursing Sciences, HES-SO University of Applied Sciences and Arts of Western Switzerland, Lausanne, Switzerland . Institut für Epidemiologie, Biostatistik und Prävention, Hirschengraben, Zurich, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland
- Department of Psychiatry and Psychotherapy, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Johannes Kornhuber
- Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland; Addiction Switzerland, Lausanne, Switzerland; Centre for Addiction and Mental Health, Toronto, ON, Canada; University of the West of England, Frenchay Campus, Bristol, United Kingdom . La Source, School of Nursing Sciences, HES-SO University of Applied Sciences and Arts of Western Switzerland, Lausanne, Switzerland . Institut für Epidemiologie, Biostatistik und Prävention, Hirschengraben, Zurich, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland
- Department of Psychiatry and Psychotherapy, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Bernd Lenz
- Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland; Addiction Switzerland, Lausanne, Switzerland; Centre for Addiction and Mental Health, Toronto, ON, Canada; University of the West of England, Frenchay Campus, Bristol, United Kingdom . La Source, School of Nursing Sciences, HES-SO University of Applied Sciences and Arts of Western Switzerland, Lausanne, Switzerland . Institut für Epidemiologie, Biostatistik und Prävention, Hirschengraben, Zurich, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland . Addiction Medicine, Lausanne University Hospital CHUV, University of Lausanne, Lausanne, Switzerland
- Department of Psychiatry and Psychotherapy, Friedrich-Alexander University Erlangen-Nürnberg (FAU), Erlangen, Germany
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Edelstein RS, Chin K, Saini EK, Kuo PX, Schultheiss OC, Volling BL. Adult attachment and testosterone reactivity: Fathers' avoidance predicts changes in testosterone during the strange situation procedure. Horm Behav 2019; 112:10-19. [PMID: 30879994 PMCID: PMC7328342 DOI: 10.1016/j.yhbeh.2019.01.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2018] [Revised: 01/11/2019] [Accepted: 01/16/2019] [Indexed: 12/19/2022]
Abstract
We assessed parents' testosterone reactivity to the Strange Situation Procedure (SSP), a moderately stressful parent-infant interaction task that pulls for parental nurturance and caregiving behavior. Parents (146 mothers, 154 fathers) interacted with their 1-year-old infants, and saliva samples were obtained pre- and post-task to assess changes in testosterone. We examined whether testosterone reactivity differed between mothers and fathers, the extent to which parents' characteristic approaches to closeness (i.e., adult attachment orientation) contributed to testosterone changes, and whether any influences of adult attachment orientation were independent of more general personality characteristics (i.e., the Big Five personality dimensions). Results revealed that mothers and fathers showed comparable declines in testosterone during the SSP, and that these declines were attenuated among fathers with a more avoidant attachment orientation (i.e., those less comfortable with closeness). Associations between fathers' avoidance and testosterone reactivity were statistically independent of broader personality traits. Our findings provide some of the first evidence for short-term changes in both mothers' and fathers' testosterone in contexts that pull for nurturance. Moreover, these findings demonstrate that individual differences in adult attachment may play an important role in understanding such changes. We discuss possible explanations for gender differences in associations between adult attachment and parents' testosterone reactivity, and the extent to which testosterone reactivity might be sensitive to changes in context for mothers versus fathers.
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Affiliation(s)
- Robin S Edelstein
- Department of Psychology, University of Michigan, Ann Arbor, MI, United States of America.
| | - Kristi Chin
- Department of Psychology, University of Michigan, Ann Arbor, MI, United States of America
| | - Ekjyot K Saini
- Department of Human Development and Family Studies, Auburn University, Auburn, AL, United States of America
| | - Patty X Kuo
- Department of Psychology, University of Notre Dame, Notre Dame, IN, United States of America
| | | | - Brenda L Volling
- Department of Psychology, University of Michigan, Ann Arbor, MI, United States of America
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Del Giudice M. Sex differences in attachment styles. Curr Opin Psychol 2018; 25:1-5. [PMID: 29486254 DOI: 10.1016/j.copsyc.2018.02.004] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2018] [Accepted: 02/09/2018] [Indexed: 12/20/2022]
Abstract
Sex differences in attachment styles have been found in adulthood, emerge as early as middle childhood, and can be sizable when described at the appropriate level of analysis. However, they have received relatively little attention in mainstream attachment research. Here I review the evidence of sex differences in attachment, including what is currently known about developmental patterns and cross-cultural variation. I summarize existing evolutionary models of sex differences, and discuss evidence for a role of prenatal and postnatal sex hormones. I highlight current theoretical and empirical gaps in the literature, and call for more integrative research on this fascinating topic.
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Affiliation(s)
- Marco Del Giudice
- Department of Psychology, University of New Mexico, Logan Hall, 2001 Redondo Dr. NE, Albuquerque, NM 87131, USA.
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García-Pérez MA. Thou Shalt Not Bear False Witness Against Null Hypothesis Significance Testing. EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT 2017; 77:631-662. [PMID: 30034024 PMCID: PMC5991793 DOI: 10.1177/0013164416668232] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Null hypothesis significance testing (NHST) has been the subject of debate for decades and alternative approaches to data analysis have been proposed. This article addresses this debate from the perspective of scientific inquiry and inference. Inference is an inverse problem and application of statistical methods cannot reveal whether effects exist or whether they are empirically meaningful. Hence, raising conclusions from the outcomes of statistical analyses is subject to limitations. NHST has been criticized for its misuse and the misconstruction of its outcomes, also stressing its inability to meet expectations that it was never designed to fulfil. Ironically, alternatives to NHST are identical in these respects, something that has been overlooked in their presentation. Three of those alternatives are discussed here (estimation via confidence intervals and effect sizes, quantification of evidence via Bayes factors, and mere reporting of descriptive statistics). None of them offers a solution to the problems that NHST is purported to have, all of them are susceptible to misuse and misinterpretation, and some bring around their own problems (e.g., Bayes factors have a one-to-one correspondence with p values, but they are entirely deprived of an inferential framework). Those alternatives also fail to cover a broad area of inference not involving distributional parameters, where NHST procedures remain the only (and suitable) option. Like knives or axes, NHST is not inherently evil; only misuse and misinterpretation of its outcomes needs to be eradicated.
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