AI Fairness at Subgroup Level – A Structured Literature Review

AI applications in practice often fail to gain the required acceptance by stakeholders due to unfairness issues. Research has primarily investigated AI fairness on individual or group levels. However, increasing research indicates shortcomings in this two-fold view. Particularly, the non-inclusion of the heterogeneity within different groups leads to increasing demand for specific fairness consideration at the subgroup level. Subgroups emerge from the conjunction of several protected attributes. An equal distribution of classified individuals between subgroups is the fundamental goal. This paper analyzes the fundamentals of subgroup fairness and its integration in group and individual fairness. Based on a literature review, we analyze the existing concepts of subgroup fairness in research. Our paper raises awareness for this primary neglected topic in IS research and contributes to the understanding of AI subgroup fairness by providing a deeper understanding of the underlying concepts and their implications on AI development and operation in practice

Dietary change and land use change: assessing preventable climate and biodiversity damage due to meat consumption in Germany

Land use change (LUC) is responsible for a large share of the emissions of anthropogenic greenhouse gases (GHGs) and is a major driver of global biodiversity loss. Although much of the global LUC-related CO2 emissions and biodiversity loss occur in tropical countries, the actual drivers of this LUC can be located in the global North, particularly through the import of large quantities of agricultural commodities. The aim of this study is to quantify and monetize the LUC-related impacts of the consumption of animal-based food products in Germany and subsequently explore the potential benefits of transitioning to diets with lower dependence on animal-based products. We calculate the LUC-related impacts of consumption of animal-based products in Germany through a modeling approach that combines models for land balance, emissions, and physical trade. We determine the LUC-related CO2 emissions of this consumption, as well as the deforested area and associated impacts on biodiversity loss. Following the true cost accounting approach (TCA), the LUC-related impacts are monetized to estimate the external costs of the German consumption of animal-based products. Our results show that the consumption of these products is responsible for the deforestation of 16.4 kha annually in the period between 2013 and 2016. Out of the six analyzed animal-based product groups, the largest shares of deforestation are associated with milk (35%) and pork (33%) consumption. However, beef meat consumption has the highest relative LUC-related CO2 emissions at 0.75 tCO2 per ton. The LUC-related externalities of the German meat-based product consumption incur annually societal costs of EUR 1.1 billion (plus EUR 0.5 billion for biodiversity loss). The results also show that the animal-based products imported in Germany have only slightly higher LUC-related CO2 emissions than those produced within Germany. Overall, there is a great urgency for policy measures and shifts in consumer behavior to ensure that the consumption of animal-based products in Germany does not have unacceptably high negative sustainability impacts

Unique, Gender-Dependent Serum microRNA Profile inPLS3 Gene-Related Osteoporosis

Plastin 3 (PLS3), encoded byPLS3, is a newly recognized regulator of bone metabolism, and mutations in the encoding gene result in severe childhood-onset osteoporosis. Because it is an X chromosomal gene,PLS3mutation-positive males are typically more severely affected whereas females portray normal to increased skeletal fragility. Despite the severe skeletal pathology, conventional metabolic bone markers tend to be normal and are thus insufficient for diagnosing or monitoring patients. Our study aimed to explore serum microRNA (miRNA) concentrations in subjects with defective PLS3 function to identify novel markers that could differentiate subjects according to mutation status and give insight into the molecular mechanisms by which PLS3 regulates skeletal health. We analyzed fasting serum samples for a custom-designed panel comprising 192 miRNAs in 15 mutation-positive (five males, age range 8-76 years, median 41 years) and 14 mutation-negative (six males, age range 8-69 years, median 40 years) subjects from four Finnish families with differentPLS3mutations. We identified a unique miRNA expression profile in the mutation-positive subjects with seven significantly upregulated or downregulated miRNAs (miR-93-3p, miR-532-3p, miR-133a-3p, miR-301b-3p, miR-181c-5p, miR-203a-3p, and miR-590-3p;pvalues, range .004-.044). Surprisingly, gender subgroup analysis revealed the difference to be even more distinct in female mutation-positive subjects (congruentpvalues, range .007-.086) than in males (pvalues, range .127-.843) in comparison to corresponding mutation-negative subjects. Although the seven identified miRNAs have all been linked to bone metabolism and two of them (miR-181c-5p and miR-203a-3p) have bioinformatically predicted targets in thePLS33 ' untranslated region (3 '-UTR), none have previously been reported to associate with PLS3. Our results indicate thatPLS3mutations are reflected in altered serum miRNA levels and suggest there is crosstalk between PLS3 and these miRNAs in bone metabolism. These provide new understanding of the pathomechanisms by which mutations inPLS3lead to skeletal disease and may provide novel avenues for exploring miRNAs as biomarkers in PLS3 osteoporosis or as target molecules in future therapeutic applications. (c) 2020 The Authors.Journal of Bone and Mineral Researchpublished by American Society for Bone and Mineral Research.Peer reviewe

Intraoral scanner-based monitoring of tooth wear in young adults: 12-month results

Objectives!#!To investigate tooth wear in young adults, intraoral scanning was used for digital monitoring of the mandibular first molar over 12 months. A possible influence of aetiological factors obtained by a questionnaire on tooth wear was investigated.!##!Materials and methods!#!A total of 109 participants (mean age at the start of the study: 21.0 ± 2.2 years) were included in this clinical study. At baseline (T0), an intraoral scan (Trios 3, 3Shape) of the study tooth (FDI # 36 or #46) was conducted. After a mean observation period of 373 ± 19 days, a second intraoral scan (T1, n = 94) of the same tooth as at T0 was performed and standard tessellation language datasets were superimposed with 3D analysis software (GOM Inspect). The occlusal surface of the study tooth was divided into 7 areas (5 cusps, 2 ridges) and maximum vertical substance loss was measured between T0 and T1 (n = 91). Three types of tooth wear were defined: cupping (C), facet (F) and combined cupping-facet (CF). Furthermore, a questionnaire on aetiological factors, such as dietary behaviour, was filled out at T0. Data were analysed with non-parametric tests (p < 0.05).!##!Results!#!Only one study tooth exhibited no tooth wear at T0, whereas 3 teeth showed C, 47 teeth F and 40 teeth CF. A progression of vertical substance loss for all three types was shown. Most affected were the mesiobuccal cusps (43, 38/47 µm; median, 95%CI) followed by distobuccal (36, 33/39 µm), mesiolingual (35, 26/40 µm), distolingual (34, 27/36 µm) and distal (31, 25/34 µm). On mesial and distal ridges, only F was detected with the lowest vertical substance loss of all areas (mesial ridge: 0, 0/0 µm; distal ridge: 0, 0/0 µm). An association between aetiological factors and loss values could not be shown.!##!Conclusions!#!All study teeth showed clear signs of wear, and after only 1 year, further substance loss was detectable. This result is of significance for young adults.!##!Clinical relevance!#!Since data of young adults regarding tooth wear are scarce, the results give a first idea of the amount of vertical loss per year and its relation to aetiological factors such as dietary behaviour. Therefore, further studies over a longer observation period are highly recommended

The Suitability of Questionnaires for Exploring Relations of Dietary Behavior and Tooth Wear

Tooth wear is a relevant oral health problem, especially at a young age. Although ongoing acid exposures may contribute to tooth wear, the role of acidic dietary components in this context remains unclear. To date, in tooth wear studies, dietary behavior has been assessed using traditional questionnaires, but the suitability of this approach has not been investigated so far. In our longitudinal study, we followed 91 participants (21.0 ± 2.2 years) over a period of 1 year (373 ± 19 days) and monitored tooth wear with an intraoral scanner. At baseline (T0) and at the end (T1), we assessed dietary behavior with questionnaires asking about the consumption frequencies of acidic dietary components and the acid taste preferences. Complete data were available from 80 subjects. The consumption frequencies of T0 and T1 correlated weakly to moderately. Taste preferences seem to be a more consistent measure, but there was predominantly no significant correlation with the corresponding consumption frequencies. None of the dietary parameters showed a significant relation with tooth wear. The suitability of dietary questionnaires to assess tooth-relevant dietary behavior seems to be limited

Azide‐Modified Poly(diethyl vinylphosphonate) for Straightforward Graft‐to Carbon Nanotube Functionalization

Abstract Rare‐earth metal‐mediated group‐transfer polymerization (REM‐GTP) offers distinctive features over common polymerization techniques, such as living character, a broad scope of functional monomers, high activity, excellent control of the polymeric parameters as well as inherent chain‐end functionalization. Through the latter, polymers with reactive end‐groups become feasible, opening the pathway for further post‐polymerization functionalization. In this study, a straightforward graft‐to immobilization of the Michael‐type polymer poly(diethyl vinylphosphonate) (PDEVP) on multi‐walled carbon nanotubes (MWCNT) is reported. Hence, a customized azide initiator is synthesized and studied in the CH bond activation with various lanthanide‐based catalysts and the subsequent polymerization of diethyl vinylphosphonate (DEVP). The successful attachment of the azide end‐group is demonstrated via electrospray ionization mass spectrometry (ESI‐MS) and the synthesized polymers are subjected to immobilization on multi‐walled carbon nanotubes in a graft‐to approach. The prepared MWCNT:PDEVP composites are analyzed via thermogravimetric analysis (TGA), elemental analysis (EA), Raman spectroscopy, X‐Ray photoelectron spectroscopy (XPS), and transmission electron microscopy (TEM) and the versatility of this approach is shown via the stabilization of MWCNT dispersions in water

Stronger together: midwifery twinning between Tanzania and Canada

Abstract This article describes a twinning relationship between the Canadian Association of Midwives (CAM) and the Tanzania Midwives Association (TAMA). It argues that the twinning relationship strengthened both associations. The article briefly reviews the existing literature on professional associations and association strengthening to demonstrate that professional associations are a vital tool for improving the performance of healthcare workers and increasing their capacity to contribute to national and international policy-making. It then suggests that midwifery associations are particularly significant given the frequent professional marginalization of midwives. The article then describes in depth the relationship between CAM and TAMA, highlighting the accomplishments of the twinned partners, and analyzing the factors that contributed to the success of the relationship. The findings demonstrate that twinning can successfully strengthen associations, increasing their ability to support their membership, care for the public, and shape national policy-making. The article therefore proposes twinning as a successful and cost-effective model for encouraging the growth of the midwifery profession

Analysis of imaging biomarkers and retinal nerve fiber layer thickness in RPGR-associated retinitis pigmentosa

Purpose!#!To investigate multimodal retinal imaging characteristics including the retinal nerve fiber layer (RNFL) thickness in patients with RPGR-associated retinitis pigmentosa (RP).!##!Methods!#!This cross-sectional case-control study included 17 consecutive patients (median age, 21 years) with RPGR-associated RP who underwent retinal imaging including optical coherence tomography (OCT), short-wavelength fundus autofluorescence (AF) imaging, and RNFL scans centered on the optic disc. RNFL thickness was manually segmented and compared to clinical and imaging parameters including the transfoveal ellipsoid zone (EZ) width, the horizontal diameter of the macular hyperautofluorescent ring. RNFL thickness was compared to 17 age- and sex-matched controls.!##!Results!#!In patients with RPGR-associated RP, the EZ width (R!##!Conclusions!#!This study describes retinal characteristics in patients with RPGR-associated RP including a pronounced peripapillary RNFL thickness compared to healthy controls. These results contribute to the knowledge about imaging biomarkers in RP, which might be of interest for therapeutic approaches such as gene replacement therapies