The Dimensions of dimensionality.

Cognitive scientists often infer multidimensional representations from data. Whether the data involve text, neuroimaging, neural networks, or human judgments, researchers frequently infer and analyze latent representational spaces (i.e., embeddings). However, the properties of a latent representation (e.g., prediction performance, interpretability, compactness) depend on the inference procedure, which can vary widely across endeavors. For example, dimensions are not always globally interpretable and the dimensionality of different embeddings may not be readily comparable. Moreover, the dichotomy between multidimensional spaces and purportedly richer representational formats, such as graph representations, is misleading. We review what the different notions of dimension in cognitive science imply for how these latent representations should be used and interpreted.

The Correlation of Tooth Sizes and Jaw Dimensions with Biological Sex and Stature in a Contemporary Central European Population.

Dental anthropology provides a deep insight into biological, ecological and cultural aspects associated with human individuality, behaviour and living conditions and the environment. Our study uses a correlation analysis to test the metric relationships between tooth sizes and jaw dimensions and juxtaposes them with biological sex and stature. A sample of n = 100 dental casts was used to record metric dental data including the mesio-distal and bucco-lingual tooth crown diameters and nine upper and lower jaw dimensions. All crown diameters were highly correlated with both stature and biological sex, with the canines exhibiting the highest correlation. The majority of jaw dimensions exhibited similar correlations. Our results suggest that the differences between the sexes in most crown diameters and some jaw dimensions may be related to the stature of the individuals measured. Two groups of closely correlating features emerged among the jaw dimensions, differing in their degree of correlation with crown diameters and with sex. The results and insights obtained are highly relevant for evolutionary biology, dentistry, craniofacial research, bioarchaeology and forensic odontology.

Transcatheter Patent Ductus Arteriosus Closure in Premature Infants: Comparison of Echocardiogram and Angiogram Measurements.

Transcatheter patent ductus arteriosus (PDA) closure (TCPC) utilizing transthoracic echocardiogram (TTE) as the sole imaging guide could simplify care. This single-center study compares PDA dimensions obtained from the TTE and angiogram images of patients who underwent attempted TCPC at Stead Family Children's Hospital from 10/01/2019 to 10/31/2020. Blinded investigators measured these dimensions solely for this study and had no impact on clinical care. Also, a hypothetical Piccolo device size was chosen based on the TTE dimensions and another on the angiographic dimensions, and then the correlation was analyzed. Sixty-two patients underwent TCPC attempts. TTE tends to overestimate the PDA narrowest dimension and underestimate the PDA length and aortic end dimension. Linear regression analysis revealed a weak correlation between the length and aortic diameter (R = 0.37 and 0.21, respectively). A modest correlation was observed for the smallest dimension without color Doppler (R = 0.57) and with color Doppler, which was utilized when needed (R = 0.6). Bland-Altman analysis revealed a smaller mean difference between the TTE and angiogram measurements of the narrowest diameter without color Doppler (0.4 mm) and with color Doppler (used as needed) (0.4 mm). However, the mean difference is larger for the aortic end (- 1.64 mm) and the length (- 1.73 mm). TTE accurately predicted the Piccolo device size in 43 (72%) patients and overestimated the size in 17 (28%) patients to the next size. Our findings should be verified with further studies, and additional development of protocols is needed to use TTE to guide TCPC without fluoroscopy.

Irresponsibility Stereotypes Exacerbate Effects of Sexual Violence on Cisgender Bisexual Women's Coping Drinking Motives.

OBJECTIVE: Bisexual women experience disparities in alcohol use outcomes compared to both lesbian and heterosexual women. Bisexual women also experience higher rates of sexual violence (SV) and alcohol use following SV. We examined whether coping drinking motives mediate the link between adult SV severity and alcohol use and whether dimensions of binegativity (i.e., hostility, instability, irresponsibility) moderate the effects of SV. METHOD: The sample consisted of 355 young (ages 18-35) cisgender bisexual women drinkers (Mage=25.8, 84.2% White) recruited via MTurk. Measures included: Sexual Experiences Survey-Short Form Victimization (Koss et al., 2007), Anti-Bisexual Experiences Scale (Brewster & Moradi, 2010), Modified Drinking Motives Questionnaire-Revised (Grant et al., 2007), and Alcohol Use Disorders Identification Test Consumption subscale (Babor et al., 2001). The PROCESS macro for SPSS was used. RESULTS: There was an interaction between SV severity and irresponsibility stereotypes in predicting coping motives. SV severity related to greater coping motives at mean and high, but not low, levels of irresponsibility stereotypes. Indirect effects of SV severity on alcohol use via coping motives were significant at mean and high, but not low, levels of irresponsibility stereotypes. Hostility and instability dimensions of binegativity did not interact with SV severity in predicting coping motives. CONCLUSIONS: Results identified SV severity and irresponsibility stereotypes as compounding experiences that may explain greater alcohol use. Bisexual women exposed to this dimension of binegativity may be particularly vulnerable to drink alcohol to cope with distress following SV. Interventions for alcohol use may be enhanced by helping bisexual women cope with SV-related distress and irresponsibility stereotypes.

Measuring psychotherapist functioning with the Therapist Work Involvement Scales (TWIS): reliability, factor structure, and measurement invariance.

OBJECTIVES: The Therapist Work Involvement Scales (TWIS) is a self-report research instrument that enables a multilayered description of psychotherapists' experiences when treating clients. The TWIS was created in a comprehensive study of close to 5,000 psychotherapists, and has been used in multiple studies. The aim of the current paper is to clarify the organization and statistical characteristics of the TWIS, and to present an updated version for longitudinal and cross-sectional research. METHODS: Collection of a large sample of psychotherapy trainees made possible the use of confirmatory factor analysis (CFA) to evaluate the dimensions and structure of therapists' process experiences, assessing reliabilities, measurement invariance over gender, item statistics, and correlations with other measures to show concurrent and predictive validity. RESULTS: The CFAs largely confirmed the factor structure of four of the five facets, and of the global super-factors. The global factors of Healing Involvement and Stressful Involvement each showed substantial correlations with therapists' attachment style and professional growth, and were used to describe four practice patterns that typify the experiences of therapists. CONCLUSION: The results have shown the TWIS to be a statistically sound, multidimensional research instrument enabling therapists to describe their experience in current therapeutic work.

Strengthening the Voices of Hispanic/Latine Immigrants Managing Chronic Disease: A Mixed Methods Approach to Understanding Perspectives of Health.

Individuals who migrate from their home country face a variety of challenges while adapting to the culture in the United States. Immigrant communities are at a significantly higher risk for poor health outcomes; therefore, assessing healthcare treatment for diverse and resilient immigrant populations, including Hispanic/Latine communities, is crucial to preserving their health, culture, and spirit. A paucity of literature exists surrounding perceptions of well-being in immigrant, Hispanic/Latine adults managing chronic diseases. Past studies have shown a discrepancy between providers' and patients' perceptions of healthcare options for overall well-being. We aim to share varying perspectives found within our work geared towards improving the quality of life for Hispanic/Latine immigrants managing chronic disease, especially type 2 diabetes mellitus and hypertension. The primary objective of this article is to strengthen the understanding of intersections between social, physical, financial, and spiritual health within an (im)migrant Hispanic/Latine community using semi-structured ethnographic interviews. These interviews have highlighted community resilience, demonstrating that individuals can adapt to major life transitions while maintaining balance across dimensions of health. This knowledge could be implemented by actively listening to patient concerns regarding their health dimensions to improve individualized and patient-centric care.

Improving Health Information Systems Data Quality in Sub-Saharan Africa.

Data quality in health information systems (HIS) is essential for informed decision-making in the health sector, particularly in sub-Saharan Africa (SSA) where these systems face many challenges like resource limitations and weak infrastructure. This systematic review assessed the quality of HIS data in the region, focusing on the dimensions, and factors influencing this quality. It highlights the importance of systematic evaluation, ongoing training for data collectors in the analysis and use of data for decision-making, and the adoption of information and communication technologies in the healthcare system to improve data quality. These findings point the way to better use of health data and the need for a more integrated approach to digital health in SSA.

Clinical, radiological and dynamic CT results of scapholunate intercarpal ligamentoplasty for scapholunate dissociation.

A clinical, radiological and four-dimensional computed tomography (4DCT) assessment of the outcomes of scapholunate intercarpal ligamentoplasty (SLICL) was done with a minimum follow-up of 2 years. Twenty-nine patients (23 men and 6 women) with a mean age of 40 years (22-57) who had chronic scapholunate dissociation were treated with the SLICL procedure. There were 18 cases of dynamic instability and 11 of static instability. The patients were evaluated with a mean follow-up of 61 months (24-94). SLICL significantly reduced pain and increased grip strength and wrist function. On radiographs, the mean static and dynamic scapholunate gaps as well as the scapholunate and radiolunate angles improved significantly. The dorsal scaphoid displacement was always corrected. 4DCT after surgery provided a more precise analysis of the SLICL's effectiveness at restoring intracarpal alignment. Correction of the DISI deformity and dorsal scaphoid displacement was confirmed. SLICL restored a normal variation in the scapholunate gap (range value) during radioulnar deviation movement without systematically reducing the distance between the bones (mean and maximum values) which remained pathological in wrists with static instability but not in those with dynamic instability. At the final follow-up, no patients had signs of osteoarthritis due to ScaphoLunate Advanced Collapse. LEVEL OF EVIDENCE: III.

Dataset on the correlation between nomophobia dimensions among university students in Kosovo.

This is a dataset that describes data on the correlation between dimensions of Nomophobia. Data were obtained from a study population of university students aged 18-29 years. The entire sample consisted of 841 university students. Of these, 609 (72.4 %) are female students and 232 (27.6 %) are male students. Data were collected using paper-and-pencil surveys from the students in the three cities: Prishtina, Ferizaj, and Gjakova. Stratified and purposive sampling techniques were used. Research analyses aiming to examine the relationship between nomophobia dimensions were carried out using descriptive statistics and Pearson analysis in the SPSS program. The research instrument was confirmed to have all necessary psychometric values deemed appropriate for the study. Various descriptive statistical analyses were performed to further clarify the data and provide the necessary platform for further analysis.

Improving radiological quantification of levator hiatus features with measures informed by statistical shape modeling.

Purpose: The measures that traditionally describe the levator hiatus (LH) are straightforward and reliable; however, they were not specifically designed to capture significant differences. Statistical shape modeling (SSM) was used to quantify LH shape variation across reproductive-age women and identify novel variables associated with LH size and shape. Approach: A retrospective study of pelvic MRIs from 19 nulliparous, 32 parous, and 12 pregnant women was performed. The LH was segmented in the plane of minimal LH dimensions. SSM was implemented. LH size was defined by the cross-sectional area, maximal transverse diameter, and anterior-posterior (A-P) diameter. Novel SSM-guided variables were defined by regions of greatest variation. Multivariate analysis of variance (MANOVA) evaluated group differences, and correlations determined relationships between size and shape variables. Results: Overall shape ( p < 0.001 ), SSM mode 2 (oval to T -shape, p = 0.002 ), mode 3 (rounder to broader anterior shape, p = 0.004 ), and maximal transverse diameter ( p = 0.003 ) significantly differed between groups. Novel anterior and posterior transverse diameters were identified at 14% and 79% of the A-P length. Anterior transverse diameter and maximal transverse diameter were strongly correlated ( r = 0.780 , p < 0.001 ), while posterior transverse diameter and maximal transverse diameter were weakly correlated ( r = 0.398 , p = 0.001 ). Conclusions: The traditional maximal transverse diameter generally corresponded with SSM findings but cannot describe anterior and posterior variation independently. The novel anterior and posterior transverse diameters represent both size and shape variation, can be easily calculated alongside traditional measures, and are more sensitive to subtle and local LH variation. Thus, they have a greater ability to serve as predictive and diagnostic parameters.

Influence of cultural values and hierarchical social norms on buying counterfeits online: a 17-country study.

Introduction: As a globally prevalent phenomenon, buying counterfeit products harms consumers, economies, societies, governments, and the environment. The study examined the hierarchy of injunctive normative influence (personal vs. societal) on counterfeit purchase intentions and trends in non-deceptive (known) counterfeit purchase behavior. The current research expands the hierarchical norms approach by examining how the cultural values of power distance and individualism-collectivism predict injunctive normative perceptions and counterfeit buying intention and behavior. Methods: A cross-sectional survey (N = 13,053) of consumers from 17 nations, administered in seven languages, explored cross-country differences in perceived social norms about buying counterfeits. Results: The findings of multilevel moderated mediation analyses showed that personal injunctive norms (perceived acceptance of buying counterfeits by close friends) mediated the relationship between societal injunctive norms (perceived acceptance for buying counterfeits by peers in the same country) and the outcome variables. Selected paths of the mediation model were moderated by the two cultural dimensions. Discussion: Theoretical implications are discussed within the context of cultural orientations' and social norms' roles in informing risky behavior, and practically, within the context of awareness-raising and behavior-change interventions.

Longitudinal Relationships among Parenting, Prosocial Behaviors, and Emotional Problems: Examining Between- and Within-Person Associations in Adolescents.

Although bidirectional associations between parenting and adolescents' social and emotional outcomes have been investigated, how parental warmth and harsh parenting as two different parenting dimensions, adolescents' prosocial behaviors, and emotional problems were longitudinally and bidirectionally related at between- and within-person levels remains unclear. With a three-wave longitudinal design, the present study examined these associations by employing the random-intercept cross-lagged panel model. Data from 606 Chinese adolescents (Mage = 13.80 years, SD = 0.52, at T1; 45.7% girls) were collected at six-month intervals over one year, and participants completed questionnaires assessing their perception of parenting, prosocial behaviors, and emotional problems online. The results indicated that parental warmth and harsh parenting were significantly associated with adolescents' prosocial behaviors and emotional problems at the between-person level. At the within-person level, adolescents' more prosocial behaviors at T1 predicted later within-person decreases in their emotional problems at T2, which in turn predicted subsequent increased prosocial behaviors and more parental warmth at T3. Additionally, a higher level of harsh parenting at T2 unidirectionally predicted more adolescents' emotional problems at T3. These findings highlighted the developmental cascade processes among adolescents' prosocial behaviors, emotional problems, and parenting and the importance of fostering adolescents' prosocial behaviors in reducing their emotional problems and then promoting subsequent psychosocial adjustment and parent-child bonding.

Differential interactions between gene expressions and stressors across the lifespan in major depressive disorder.

BACKGROUND: Both genetic predispositions and exposures to stressors have collectively contributed to the development of major depressive disorder (MDD). To deep dive into their roles in MDD, our study aimed to examine which susceptible gene expression interacts with various dimensions of stressors in the MDD risk among a large population cohort. METHODS: Data analyzed were from a longitudinal community-based cohort from Southwest Montreal, Canada (N = 1083). Latent profile models were used to identify distinct patterns of stressors for the study cohort. A transcriptome-wide association study (TWAS) method was performed to examine the interactive effects of three dimensions of stressors (threat, deprivation, and cumulative lifetime stress) and gene expression on the MDD risk in a total of 48 tissues from GTEx. Additional analyses were also conducted to further explore and specify these associations including colocalization, and fine-mapping analyses, in addition to enrichment analysis investigations based on TWAS. RESULTS: We identified 3321 genes linked to MDD at the nominal p-value <0.05 and found that different patterns of stressors can amplify the genetic susceptibility to MDD. We also observed specific genes and pathways that interacted with deprivation and cumulative lifetime stressors, particularly in specific brain tissues including basal ganglia, prefrontal cortex, brain amygdala, brain cerebellum, brain cortex, and the whole blood. Colocalization analysis also identified these genes as having a high probability of sharing MDD causal variants. LIMITATIONS: The study cohort was composed exclusively of individuals of Caucasians, which restricts the generalizability of the findings to other ethnic population groups. CONCLUSIONS: The findings of the study unveiled significant interactions between potential tissue-specific gene expression × stressors in the MDD risk and shed light on the intricate etiological attributes of gene expression and specific stressors across the lifespan in MDD. These genetic and environmental attributes in MDD corroborate the vulnerability-stress theory and direct future stress research to have a closer examination of genetic predisposition and potential involvements of omics studies to specify the intricate relationships between genes and stressful environments.

Cranial Surgery in Antiquity: The Size of Trepanations During the Neolithic Period in France.

The trepanation, a surgical procedure performed on the skull, finds its roots in prehistoric times. This investigation delves into the analysis of the trepanned skulls housed at the Musée de l'Homme in Paris, focusing on those found in France, a region abundant in archaeological evidence of early neurosurgical techniques. With the opportunity to scrutinize these human remains, our study aimed to analyze the dimensions of Neolithic trepanations across 41 skulls. We particularly explored the relationships between minimum and maximum hole diameters, revealing a strong interrelation. Additionally, we successfully applied a straightforward protocol to determine the perforation area in ten Neolithic trepanations. These findings shed light on the medical practices of ancient civilizations, particularly in France during the Neolithic era. Moreover, this study underscores the significance of museum collections as valuable resources for scientific inquiry and the historical understanding of medicine.

Transport and mining machinery cabins' ergonomic evaluation as a path to its redesign.

Transport and mining machinery cabins are still not well adapted to their users, while checklists for their evaluation are not common in the literature. This article proposes a new checklist for ergonomic evaluation and tests its universality empirically with a sample of 96 transport and mining machine operators. The objective of the article is two-fold. First, the article checks whether there are anthropometric dimension differences between different machines' operators. Second, statistical significance testing regarding items in the proposed checklist is performed to check its universality. Significant differences have not been found between anthropometric dimensions of transport and mining machine operators. Group comparisons prove that mining machines have better ergonomics characteristics of the chair, manual controls and vision field. The recommendation for crane designers is to examine mining machines solutions and analyze the possibility of adapting these solutions, due to anthropometric fit. Wide usage of the checklist is recommended.

Establishment of a 3D organoid culture model for the investigation of adult slow-cycling putative intestinal stem cells.

The study of intestinal stem cells is a prerequisite for the development of therapies aimed at regenerating the gut. To enable investigation of adult slow-cycling H2B-GFP-retaining putative small intestinal (SI) stem cells in vitro, we have developed a three-dimensional (3D) SI organoid culture model based on the Tet-Op histone 2 B (H2B)-green fluorescent protein (GFP) fusion protein (Tet-Op-H2B-GFP) transgenic mouse. SI crypts were isolated from 6- to 12-week-old Tet-Op-H2B-GFP transgenic mice and cultured with appropriate growth factors and an animal-derived matrix (Matrigel). For in vitro transgene expression, doxycycline was added to the culture medium for 24 h. By pulse-chase experiments, H2B-GFP expression and retention were assessed through direct GFP fluorescence observations, both by confocal and fluorescence microscopy and by immunohistochemistry. The percentages of H2B-GFP-retaining putative SI stem cells and H2B-GFP-retaining Paneth cells persisting in organoids were determined by scoring relevant GFP-positive cells. Our results indicate that 24 h exposure to doxycycline (pulse) induced ubiquitous expression of H2B-GFP in the SI organoids. During subsequent culture, in the absence of doxycycline (chase), there was a gradual loss (due to cell division) of H2B-GFP. At 6-day chase, slow-cycling H2B-GFP-retaining putative SI stem cells and H2B-GFP-retaining Paneth cells were detected in the SI organoids. The developed culture model allows detection of slow-cycling H2B-GFP-retaining putative SI stem cells and will enable the study of self-renewal and regeneration for further characterization of these cells.

Prediction of Geometric Dimensions of Deposited Layer Produced Using Laser-Arc Hybrid Additive Manufacturing.

Laser-arc hybrid additive manufacturing (LAHAM) holds substantial potential in industrial applications, yet ensuring dimensional accuracy remains a major challenge. Accurate prediction and effective control of the geometrical dimensions of the deposited layers are crucial for achieving this accuracy. The width and height of the deposited layers, key indicators of geometric dimensions, directly affect the forming precision. This study conducted experiments and in-depth analysis to investigate the influence of various process parameters on these dimensions and proposed a predictive model for accurate forecasting. It was found that the width of the deposited layers was positively correlated with laser power and arc current and negatively correlated with scanning speed, while the height was negatively correlated with laser power and scanning speed and positively with arc current. Quantitative analysis using the Taguchi method revealed that the arc current had the most significant impact on the dimensions of the deposited layers, followed by scanning speed, with laser power having the least effect. A predictive model based on extreme gradient boosting (XGBoost) was developed and optimized using particle swarm optimization (PSO) for tuning the number of leaf nodes, learning rate, and regularization coefficients, resulting in the PSO-XGBoost model. Compared to models enhanced with PSO-optimized support vector regression (SVR) and XGBoost, the PSO-XGBoost model exhibited higher accuracy, the smallest relative error, and performed better in terms of Mean Relative Error (MRE), Mean Square Error (MSE), and Coefficient of Determination R2 metrics. The high predictive accuracy and minimal error variability of the PSO-XGBoost model demonstrate its effectiveness in capturing the complex nonlinear relationships between process parameters and layer dimensions. This study provides valuable insights for controlling the geometric dimensions of the deposited layers in LAHAM.

[Geragogic support for status passages in old age : Challenge and opportunity of a new care for older people]. / Geragogische Begleitung bei Statuspassagen im Alter : Herausforderung und Chance einer neuen Altenhilfe.

BACKGROUND: With the continuous increase in the average age, the temporal perspective for the phase of old age is also significantly expanding. This results in an individual need for reorientation for the aging person with respect to a meaningful shaping of this long period of time, which as a progressive process leads to the end of life. In the context of the status passages to the third, fourth and fifth ages, there is a special relevance for this; however, the so-called care for older people (§ 71 Social Security Code, SGB XII) has so far largely ignored these important aspects. Rethinking in a needs-oriented way, the facilitation of the necessary reorientation of life in old age through learning and education must therefore be given greater consideration. AIM OF THE ARTICLE: The article gives a necessary update of the existing care for older persons, which takes greater account of a needs-oriented design of a society of long life. Furthermore, the role and significance of the necessary educational processes in the sense of geragogy are outlined and also how they can contribute to successful aging. MATERIAL AND METHODS: With reference to current research work and publications on the topic, the possibilities of geragogic support as a challenge and opportunity for new care for older persons are worked out. RESULTS AND DISCUSSION: The learning and educational processes of the aging person can be aimed at various concerns, if nothing else differentiated according to the challenges associated with the social age categories, i.e., the third, fourth or fifth age; however, learning and educational processes also address very different dimensions, each focusing on the question of how older people can tackle and cope with such necessary adaptation and change processes.

Network analysis of negative emotions in patients with episodic migraine: need for a multidisciplinary perspective.

Background: Episodic migraine (EM) is the second most prevalent neurological disorder worldwide and is responsible for more disability than all other neurological disorders combined. Triggers for the development of migraine include, stress, emotional burden, low blood sugar levels, tobacco, skipped meals, anxious and depressive feelings. Migraine affects both children and adults, occurring three times more frequently in women than in men. Objective: The aim of this study was to evaluate the psychological profile of EM patients and the relationship among negative emotions in EM patients, analyzing self-efficacy measures in pain management. Design: We performed an observational study in 60 outpatients aged 18-55 years (mean age 33.8; SD ±10.4) with EM. Methods: All patients have been enrolled at the Headache Center of the San Salvatore Hospital of L'Aquila. The assessment comprised five standardized psychological self-assessments investigating relevant emotional dimensions and pain self-efficacy, along with two questionnaires assessing migraine-related disability. A network analysis of negative emotions was performed to evaluate which emotional traits and relationships play a crucial role in pain coping and management. Results: Our findings indicate that migraine significantly impairs the quality of life of patients in their daily lives. Over half of the patients reported experiencing severe disability, with negative emotions significantly influencing their ability to cope with pain and maintain productivity during migraine attacks. Dysphoric variables (irritability, interpersonal resentment, and surrender) were correlated with difficulties in emotion regulation ability and with the capacity of engaging in goal-directed behaviors despite experiencing pain. The ability to regulate one's emotions and manage dysphoria were positively correlated with pain self-efficacy, whereas positive mental health was associated with individuals' confidence in performing activities despite experiencing pain. Conclusion: Negative emotions had a negative correlation with positive mental health and were linked to a lower capacity to carry out daily activities despite experiencing migraine pain. This suggests that psychological interventions could improve mental health and potentially surpassing the effects of pharmacological interventions alone in migraine management. An integrated, patient-centered approach may represent an effective paradigm to address and reduce the burden of migraine, leading to a reduction in healthcare costs.

Comparative genomics sheds new light on the convergent evolution of infrared vision in snakes.

Infrared vision is a highly specialized sensory system that evolved independently in three clades of snakes. Apparently, convergent evolution occurred in the transient receptor potential ankyrin 1 (TRPA1) proteins of infrared-sensing snakes. However, this gene can only explain how infrared signals are received, and not the transduction and processing of those signals. We sequenced the genome of Xenopeltis unicolor, a key outgroup species of pythons, and performed a genome-wide analysis of convergence between two clades of infrared-sensing snakes. Our results revealed pervasive molecular adaptation in pathways associated with neural development and other functions, with parallel selection on loci associated with trigeminal nerve structural organization. In addition, we found evidence of convergent amino acid substitutions in a set of genes, including TRPA1 and TRPM2. The analysis also identified convergent accelerated evolution in non-coding elements near 12 genes involved in facial nerve structural organization and optic nerve development. Thus, convergent evolution occurred across multiple dimensions of infrared vision in vipers and pythons, as well as amino acid substitutions, non-coding elements, genes and functions. These changes enabled independent groups of snakes to develop and use infrared vision.