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28 pages, 2012 KiB  
Article
The Convergence of Trafficking and Migrant Smuggling in West Africa: Migration Pressure Factors and Criminal Actors
by Concepción Anguita-Olmedo
Soc. Sci. 2025, 14(8), 447; https://doi.org/10.3390/socsci14080447 - 22 Jul 2025
Viewed by 529
Abstract
In West Africa, there is a very close link between the phenomenon of trafficking and migrant smuggling. This article will analyze the pressure elements and the causes that drive sub-Saharan people to migrate, placing themselves in the hands of criminal networks that end [...] Read more.
In West Africa, there is a very close link between the phenomenon of trafficking and migrant smuggling. This article will analyze the pressure elements and the causes that drive sub-Saharan people to migrate, placing themselves in the hands of criminal networks that end up exploiting them—women and minors sexually, and men through forced labor. The main corridors departing from West Africa and the characteristics of the criminal groups exercising criminal governance will also be addressed. This research has used both primary and secondary sources, as well as empirical fieldwork consisting of interviews with security force officials, international humanitarian aid organizations, and academic experts on migration issues related to trafficking and smuggling. Our research reveals that the origin of migration is multifactorial. The violence experienced in West Africa, but also the misgovernance, the lack of opportunities for a very young population with limited prospects, and the human insecurity affecting the entire region, are the main reasons that compel people to migrate. In these migration processes, the safety of migrants is compromised as they are forced to start their journey through clandestine means, which exposes them to trafficking networks and thus to violence and exploitation. It is along the migration routes where trafficking and migrant smuggling converge. Full article
(This article belongs to the Collection Tackling Organized Crime and Human Trafficking)
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23 pages, 324 KiB  
Article
Forced Fraud: The Financial Exploitation of Human Trafficking Victims
by Michael Schidlow
Soc. Sci. 2025, 14(7), 398; https://doi.org/10.3390/socsci14070398 - 23 Jun 2025
Viewed by 1030
Abstract
Human trafficking, a grave violation of human rights, frequently intersects with financial crimes, notably identity theft and coercive debt accumulation. This creates complex challenges for victims, survivors, and law enforcement. Victims of human trafficking are often coerced and/or threatened into committing various forms [...] Read more.
Human trafficking, a grave violation of human rights, frequently intersects with financial crimes, notably identity theft and coercive debt accumulation. This creates complex challenges for victims, survivors, and law enforcement. Victims of human trafficking are often coerced and/or threatened into committing various forms of crime, referred to as “forced criminality.” In recent years, this trend of criminality has moved from violent crimes to financial crimes and fraud, including identity theft, synthetic identity fraud, and serving as money mules. This phenomenon, termed “forced fraud”, exacerbates the already severe trauma experienced by victims (referred to as both victims and survivors throughout, consistent with trauma-informed terminology) trapping them in a cycle of financial instability and legal complications. Traffickers often coerce their victims into opening credit lines, taking out loans, or committing fraud all in their own names, leading to ruined credit histories and insurmountable debt. These financial burdens make it extremely difficult for survivors to rebuild their lives post-trafficking. This paper explores the mechanisms of forced fraud, its impact on survivors, and the necessary legislative and financial interventions to support survivors. By examining first-hand accounts and social and policy efforts from a range of sources, this paper highlights the urgent need for comprehensive support systems that address both the immediate and long-term financial repercussions of human trafficking. Full article
9 pages, 232 KiB  
Case Report
Case Studies on Dissocial Personality—Bad or Ill?
by Kasper Sipowicz, Tadeusz Pietras, Michał Sobstyl, Anna Mosiołek, Monika Różycka-Kosmalska, Jadwiga Mosiołek, Ewa Stefanik-Markowska, Michał Ring, Krystian Kamecki and Marcin Kosmalski
Healthcare 2025, 13(1), 58; https://doi.org/10.3390/healthcare13010058 - 31 Dec 2024
Viewed by 1467
Abstract
Dissocial personality is understood as a personality that does not ideologize most social norms and is characterized by a lack of empathy. Precise criteria for diagnosing dissocial personality are included in the ICD-10 classification, which is still in force in Poland. This classification [...] Read more.
Dissocial personality is understood as a personality that does not ideologize most social norms and is characterized by a lack of empathy. Precise criteria for diagnosing dissocial personality are included in the ICD-10 classification, which is still in force in Poland. This classification is widely available in both Polish and English. In Poland, there is a fairly wide range of assistance available for people with personality disorders in day care units and 24-h wards for the treatment of personality disorders. Unfortunately, due to some antisocial behaviors that violate the criminal law in force in Poland, people with dissocial personality are placed in prisons. The development of dissocial personality depends on both genetic factors and the demoralizing influence of the social environment. The mutual interactions of genetic and environmental factors in the pathogenesis of dissocial personality can be analyzed both using statistical methods for large groups and by analyzing a case study, which is a qualitative study and is underestimated in modern medicine. Due to the complex pathogenesis of dissocial personality, various ethical dilemmas arise, and the extent of the guilt for the committed, prohibited act depends on genetic factors and brain structure and to some extent on environmental factors. The apparent ability of people with dissocial personality to look into their own actions leaves doctors always with the question of how sick or bad the person is. In this study, we used the method of qualitative analysis of case studies of two patients treated in a 24-h personality disorder treatment unit of the Department of Neuroses, Personality Disorders and Eating Disorders of the Second Psychiatric Clinic of the Institute of Psychiatry and Neurology in Warsaw. Full article
18 pages, 852 KiB  
Article
Prisoners’ Opinions About Religious Practices in Polish Penitentiary Facilities: An Analysis of the Results of a Study
by Olga Sitarz, Anna Jaworska-Wieloch and Jakub Hanc
Religions 2024, 15(12), 1499; https://doi.org/10.3390/rel15121499 - 9 Dec 2024
Viewed by 1044
Abstract
Religious freedom and the right to practice a religion by persons deprived of their liberty do not cause controversy in democratic states. The challenge, not easily met, is to exercise guaranteed religious rights in penitentiary facilities. This study aimed to compare legal regulations [...] Read more.
Religious freedom and the right to practice a religion by persons deprived of their liberty do not cause controversy in democratic states. The challenge, not easily met, is to exercise guaranteed religious rights in penitentiary facilities. This study aimed to compare legal regulations and the level of protection of religious freedom that they impose with the real possibility of the voluntary performance of religious practices. In other words, this study sought to answer the question of whether prisoners in Polish penitentiary facilities are free to practise the religion of their choice and are not forced to participate in religious practices against their will. This article presents the general results of a survey on religious practices carried out in the Polish penitentiary facilities that were examined. The data were supplemented by prisoners’ comments about freedom to practice religion. This article includes the comments of both believers (assessing the availability of practices) and non-believers (assessing the compulsion to participate in the practices of the dominant religion). Opinions about practising a religion given by the penitentiary staff will serve as a specific counterpoint. The presented study results allowed the formulation of basic conclusions of a general nature, which can contribute to further discussions on religious freedom in post-criminal isolation units. The survey was carried out from March to October 2022 based on a prepared questionnaire. It was completed by 556 prisoners, including 34 females and 444 males (68 respondents did not indicate their gender). In total, prisoners incarcerated in 35 penitentiary facilities located throughout Poland were surveyed. Simultaneously, a survey was carried out among educators and teachers in all the above penitentiary facilities, who completed, in total, 164 questionnaires. An analysis of the replies to the questions and the free comments of all the respondents and their comparison with the current regulations make it possible to conclude that Poland—on a constitutional and statutory level—adequately safeguards prisoners’ religious rights, but their practical application must be assessed as unsatisfactory. Prisoners do not always have the possibility to observe rites or manifest their religion. Problems are encountered by both followers of the strongly dominant religion in Poland (Roman Catholicism) and minority denominations. Despite the reported difficulties, Roman Catholics are indisputably in a much more favourable position. Freedom from religion is also not fully respected—prisoners involuntarily participate in certain practices and take part in the religious observance of church festivals. Full article
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19 pages, 392 KiB  
Article
Racialized Representations of Migrants by the Local Police in Chile
by Cristián Doña-Reveco, Macarena Bonhomme and Liza Zúñiga
Soc. Sci. 2024, 13(12), 646; https://doi.org/10.3390/socsci13120646 - 29 Nov 2024
Viewed by 2268
Abstract
In this article, we explore the racialized construction of migrants by the Carabineros, the Chilean national police. Based on a qualitative case study, we show that the representations of Latin American and Caribbean migrants by members of this institution are racialized and [...] Read more.
In this article, we explore the racialized construction of migrants by the Carabineros, the Chilean national police. Based on a qualitative case study, we show that the representations of Latin American and Caribbean migrants by members of this institution are racialized and mostly framed on ideas of a historically constructed superiority. Drawing on interviews with police personnel from different units in Santiago, Chile, we show how the historical state racist policies on migration and systemic institutional racism are embedded in the Carabineros’ discourse, who represent the state and law in their everyday interactions with migrants. Historically, this institution continues to be a strongly hierarchical and militarized police force, whose mission has been to defend territorial integrity and the moral, socio-historical, and cultural national identity, as well as to uphold the most important values of the so-called Chilenidad. We argue that the Chilean police frame their racialized representations of Latin American and Caribbean migrants within systemic institutional racism and socio-historical tropes, particularly from racialized, class, and moral perspectives that reproduce anti-immigrant sentiments and illustrate the ways in which migrants have been historically criminalized and treated in everyday life. Full article
(This article belongs to the Section International Migration)
20 pages, 25584 KiB  
Article
LIDeepDet: Deepfake Detection via Image Decomposition and Advanced Lighting Information Analysis
by Zhimao Lai, Jicheng Li, Chuntao Wang, Jianhua Wu and Donghua Jiang
Electronics 2024, 13(22), 4466; https://doi.org/10.3390/electronics13224466 - 14 Nov 2024
Cited by 2 | Viewed by 2407
Abstract
The proliferation of AI-generated content (AIGC) has empowered non-experts to create highly realistic Deepfake images and videos using user-friendly software, posing significant challenges to the legal system, particularly in criminal investigations, court proceedings, and accident analyses. The absence of reliable Deepfake verification methods [...] Read more.
The proliferation of AI-generated content (AIGC) has empowered non-experts to create highly realistic Deepfake images and videos using user-friendly software, posing significant challenges to the legal system, particularly in criminal investigations, court proceedings, and accident analyses. The absence of reliable Deepfake verification methods threatens the integrity of legal processes. In response, researchers have explored deep forgery detection, proposing various forensic techniques. However, the swift evolution of deep forgery creation and the limited generalizability of current detection methods impede practical application. We introduce a new deep forgery detection method that utilizes image decomposition and lighting inconsistency. By exploiting inherent discrepancies in imaging environments between genuine and fabricated images, this method extracts robust lighting cues and mitigates disturbances from environmental factors, revealing deeper-level alterations. A crucial element is the lighting information feature extractor, designed according to color constancy principles, to identify inconsistencies in lighting conditions. To address lighting variations, we employ a face material feature extractor using Pattern of Local Gravitational Force (PLGF), which selectively processes image patterns with defined convolutional masks to isolate and focus on reflectance coefficients, rich in textural details essential for forgery detection. Utilizing the Lambertian lighting model, we generate lighting direction vectors across frames to provide temporal context for detection. This framework processes RGB images, face reflectance maps, lighting features, and lighting direction vectors as multi-channel inputs, applying a cross-attention mechanism at the feature level to enhance detection accuracy and adaptability. Experimental results show that our proposed method performs exceptionally well and is widely applicable across multiple datasets, underscoring its importance in advancing deep forgery detection. Full article
(This article belongs to the Special Issue Deep Learning Approach for Secure and Trustworthy Biometric System)
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20 pages, 283 KiB  
Review
EU Environmental Protection in Regard to Sustainable Development: Myth or Reality?
by Ivana Špelić and Alka Mihelić-Bogdanić
Standards 2024, 4(4), 176-195; https://doi.org/10.3390/standards4040010 - 12 Oct 2024
Cited by 1 | Viewed by 2093
Abstract
According to conclusions agreed to in the 1995 Report of the World Summit for Social Development and the 2015 Sustainable Development Summit, seventeen sustainable development goals (SDGs) have been ratified and published as the 2030 Agenda for Sustainable Development. In 2022, the 8th [...] Read more.
According to conclusions agreed to in the 1995 Report of the World Summit for Social Development and the 2015 Sustainable Development Summit, seventeen sustainable development goals (SDGs) have been ratified and published as the 2030 Agenda for Sustainable Development. In 2022, the 8th Environment Action Programme was legally agreed upon, following the six European Green Deal priorities. These SDGs serve as a constant reminder of the importance of globally coordinated actions in compliance with the theory of sustainable development. However, more than a constant reminder, this international agreement should become the foundation for necessary change. On 22 July 2024, the daily global average temperature reached a new record high. The EU treaties signed between 1951 and 2007 laid the foundation for the creation of EU environmental policy. However, those EU treaties, along with environmental policy, form merely a non-binding and minimum set of priorities without any sanctions imposed for illegal practices. In 2021, EU member countries adopted the European Climate Law as the first legally binding document seeking to achieve goals set by the Paris Agreement and the European Green Deal. Any further EU sustainable development policies are dependent on global cooperation as a key element of survival. With the EU’s dependent on the rest of the world for its energy, the forcing of any obligatory change will be hard to achieve. This proves the importance of the 17th SDG, agreed in 2015. Only global partnership for sustainable development can prevent further damage to our ecosystem and achieve priorities set by the EU and UN agendas. The review aims to present the connection between sustainable development (SD) goals defined by the European Commission, for which the most important aspects are the need to meet the environmental requirements to protect future needs in the long run, and to confront the shortcomings of European law-making practices, in which most crucial reforms are presented as non-binding legal acts. Finally, in 2024 members of the European Parliament established an extended list of environmental crimes to be regarded as punishable offences and replaced the Environmental Crime Directive, making criminal activities and offences potentially legally punishable; however, it is yet to be seen how this initiative will be incorporated within the national legislations of each EU member country and to what extent. Full article
(This article belongs to the Special Issue Sustainable Development Standards)
11 pages, 198 KiB  
Concept Paper
The Human Rights of Sex Trafficking Survivors: Trends and Challenges in American Vacatur Laws
by Patricia C. Rodda and Heather Smith-Cannoy
Societies 2024, 14(2), 29; https://doi.org/10.3390/soc14020029 - 19 Feb 2024
Cited by 1 | Viewed by 3579
Abstract
For years, survivors of sex trafficking, people compelled by force or circumstance to engage in sex acts, were often wrongly convicted of prostitution and many collateral crimes in the United States. These convictions became a permanent part of survivors’ criminal records, inhibiting their [...] Read more.
For years, survivors of sex trafficking, people compelled by force or circumstance to engage in sex acts, were often wrongly convicted of prostitution and many collateral crimes in the United States. These convictions became a permanent part of survivors’ criminal records, inhibiting their ability to satisfy necessities for a dignified life—finding work and a place to live, or going to school. Since 2010, forty-five state legislatures across the US have sought to solve this problem by passing vacatur laws. These laws allow the survivors of sex trafficking a means to erase certain charges and convictions from their records. The American movement to support the human rights of sex trafficking victims is part of a larger, global non-criminalization movement to support survivors’ human rights. This article surveys the recent and robust diffusion of American vacatur laws, situates them amidst the larger, global non-criminalization movement, and highlights both the strengths and weaknesses of the current US vacatur laws with an eye toward closing the rights gap for sex trafficking survivors. We argue that extant vacatur legislation should be expanded to include all crimes traffickers compel victims to commit, should incorporate trauma-informed means for establishing victimhood, and should be passed at the federal level to ensure complete and uniform protection. Full article
(This article belongs to the Special Issue Human Trafficking and Human Rights)
22 pages, 1376 KiB  
Article
Paramilitary Conflict in Colombia: A Case Study of Economic Causes of Conflict Recidivism
by William Orlando Prieto Bustos and Johanna Manrique-Hernandez
Soc. Sci. 2024, 13(2), 112; https://doi.org/10.3390/socsci13020112 - 9 Feb 2024
Cited by 1 | Viewed by 4532
Abstract
Following the peace accord on 26 September 2016 between the Colombian government and the Colombian Revolutionary Armed Forces (FARC), significant structural issues persisted in Colombia, such as state fragility, land distribution challenges, and rural impoverishment, all of which jeopardized sustainable peace. Previous disarmament [...] Read more.
Following the peace accord on 26 September 2016 between the Colombian government and the Colombian Revolutionary Armed Forces (FARC), significant structural issues persisted in Colombia, such as state fragility, land distribution challenges, and rural impoverishment, all of which jeopardized sustainable peace. Previous disarmament events indicated potential shifts in violence and recidivism rates among ex-combatants. This paper aims to determine the likelihood that, in the post-conflict era with FARC, these ex-combatants would rearm themselves into new criminal factions. Employing a methodology by Paul Collier, the study utilized logit, probit, and panel data models with both fixed and random effects to evaluate the recidivism risk at the municipal level. A 1% increase in per capita municipal income decreased conflict probability due to the increased opportunity cost of disrupting economic endeavors. Conversely, 1% increases in potential conflict benefits from tax revenue and natural resource proceeds raised the probability of conflict by 40% and 17%, respectively. Key results indicate that economic advancement, as measured by per capita income, reduced the duration of paramilitary presence, whereas revenue from taxes and natural resources extended it at the municipal level in Colombia. Full article
(This article belongs to the Special Issue Violence, Victimization and Prevention)
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20 pages, 1141 KiB  
Review
The Imperative of Regulation: The Co-Creation of a Medical and Non-Medical US Opioid Crisis
by Toine Pieters
Psychoactives 2023, 2(4), 317-336; https://doi.org/10.3390/psychoactives2040020 - 3 Nov 2023
Cited by 4 | Viewed by 9631
Abstract
The ravaging COVID-19 pandemic has almost pushed into oblivion the fact that the United States is still struggling with an immense addiction crisis. Drug overdose deaths rose from 16,849 in 1999 to nearly 110,000—of which an estimated 75,000 involved opioids—in 2022. On a [...] Read more.
The ravaging COVID-19 pandemic has almost pushed into oblivion the fact that the United States is still struggling with an immense addiction crisis. Drug overdose deaths rose from 16,849 in 1999 to nearly 110,000—of which an estimated 75,000 involved opioids—in 2022. On a yearly basis, the opioid casualty rate is higher than the combined number of victims of firearm violence and car accidents. The COVID-19 epidemic might have helped to worsen the addiction crisis by stimulating drug use among adolescents and diverting national attention to yet another public health crisis. In the past decade, the sharpest increase in deaths occurred among those related to fentanyl and fentanyl analogs (illicitly manufactured, synthetic opioids of greater potency). In the first opioid crisis wave (1998–2010), opioid-related deaths were mainly associated with prescription opioids such as Oxycontin (oxycodone hydrochloride). The mass prescription of these narcotic drugs did anything but control the pervasive phenomenon of ‘addiction on prescription’ that played such an important role in the emergence and robustness of the US opioid crisis. Using a long-term drug lifecycle analytic approach, in this article I will show how opioid-producing pharmaceutical companies created a medical market for opioid painkillers. They thus fueled a consumer demand for potent opioid drugs that was eagerly capitalized on by criminal entrepreneurs and their international logistic networks. I will also point out the failure of US authorities to effectively respond to this crisis due to the gap between narcotic product regulation, regulation of marketing practices and the rise of a corporate-dominated health care system. Ironically, this turned the most powerful geopolitical force in the war against drugs into its greatest victim. Due to formulary availability and regulatory barriers to accessibility, European countries have been relatively protected against following suit the US opioid crisis. Full article
(This article belongs to the Special Issue Feature Papers in Psychoactives)
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10 pages, 2876 KiB  
Article
A Multidisciplinary Vision of the Criminal, Social and Occupational Risk Consequences of the Use of Police Force
by José C. Vera-Jiménez, Domingo Villero-Carro, Lucas González-Herrera, José A. Álvarez and Jesús Ayuso
Safety 2023, 9(3), 50; https://doi.org/10.3390/safety9030050 - 22 Jul 2023
Viewed by 2904
Abstract
(1) Background: The use of force by public and private security forces is currently an issue of great relevance because of the potential injuries caused by any excessive use of force by either active or passive subjects or a deficit in the real [...] Read more.
(1) Background: The use of force by public and private security forces is currently an issue of great relevance because of the potential injuries caused by any excessive use of force by either active or passive subjects or a deficit in the real mastery of appropriate physical intervention techniques (PITs). For this reason, certain traditionally used physical intervention techniques have been questioned by scientific research studies and punished by justice. On the other hand, certain media have dealt with this matter in a biased and unfair manner by broadcasting videos where the use of force by police officer is displayed out of context. As a consequence, this problem has been brought under the spotlight, causing general uneasiness of the communities and rapidly spreading over social networks while favoring all sorts of parallel judgments. (2) Research method: A suit was equipped with 19 inertial measurement units (IMUs) and a Biomechanics of Bodies software application for Marras analysis of the data collected on trajectory, trunk twisting velocity, sagittal angle, load, and nature and severity of the injuries associated with the different intervention techniques examined. (3) Results: According to the data registered, the implementation of operational tactical procedures (OTPs) reduces the probability of injuries and leads to a more satisfactory outcome. (4) Conclusions: The implementation of operational tactical procedures, together with an awareness of the risks associated with the excessive use of force by public and private security forces and bodies, could reduce the risk of injuries suffered by both officers and citizens. Full article
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14 pages, 272 KiB  
Article
“What to Do with the Dangerous Few?”: Abolition-Feminism, Monstrosity and the Reimagination of Sexual Harm in Miguel Piñero’s “Short Eyes”
by Laura E. Ciolkowski
Humanities 2023, 12(2), 25; https://doi.org/10.3390/h12020025 - 9 Mar 2023
Viewed by 3204
Abstract
The problem of child sexual abuse (CSA) is a crucial point of entry into abolition-feminist conversations about justice and punishment, healing and repair. The popular belief that the “child sex offender” is uniquely irredeemable, eternally depraved and dangerous can trouble abolition-feminist efforts to [...] Read more.
The problem of child sexual abuse (CSA) is a crucial point of entry into abolition-feminist conversations about justice and punishment, healing and repair. The popular belief that the “child sex offender” is uniquely irredeemable, eternally depraved and dangerous can trouble abolition-feminist efforts to address the devastating harm of CSA without reproducing the violence of prison and punishment. It also forces us to return to the question of “what to do with the dangerous few?” A familiar “tough on crime” refrain, this question mystifies the social, economic, and political conditions that nurture interpersonal violence. It also illustrates how centering our attention on “the monster in our midst” feeds an attachment to the mistaken belief that sexual harm is locatable in individual, bad people; that it is fixable by criminal law, and, in short, that justice and repair can be measured by the number of years one is sentenced to live behind bars. Miguel Piñero’s 1972 play “Short Eyes” exposes the failure of our attempts to incarcerate our way out of child sexual abuse and opens a literary-artistic space in which to explore the roots of violence and the abuse of power. The play dramatizes the particular ways in which the incarceration of those deemed the worst of the worst does not alleviate suffering or promote safety; rather, it prevents us from getting to the root of even the most horrific forms of abuse and from fully engaging, confronting and, finally, interrupting the daily, quotidian acts of sexual violence that are hiding in plain sight. Full article
(This article belongs to the Special Issue Twentieth-Century American Literature)
16 pages, 279 KiB  
Article
Immigration Ethics: Sacred and Secular
by David J. Clark and Thomas M. Crisp
Religions 2023, 14(1), 1; https://doi.org/10.3390/rel14010001 - 20 Dec 2022
Viewed by 2783
Abstract
The U.S. and other nation-states regularly impose horrific harm on immigrants, would-be immigrants, refugees, and asylum seekers: ‘migrants’, for short. Migrants are regularly separated from their spouses and children, detained for long periods under brutal and dehumanizing conditions, forced to live in squalid [...] Read more.
The U.S. and other nation-states regularly impose horrific harm on immigrants, would-be immigrants, refugees, and asylum seekers: ‘migrants’, for short. Migrants are regularly separated from their spouses and children, detained for long periods under brutal and dehumanizing conditions, forced to live in squalid camps, threatened with state-sanctioned violence, deported to foreign lands in which they have little social connection or means of support, forcibly prevented from fleeing violence and poverty, and more. The vast majority of migrants subject to such treatment are non-criminal people looking for honest work, hoping to make a better life for themselves and their children. In this paper, we will argue that the plausibility of the usual justifications for such harms to migrants depends importantly on the metaphysical framework from which one approaches the ethics of immigration. We will argue that, from within a secular framework, in which God plays no role in matters moral, there is at least a surface-level plausibility to some of the standard justifications for harms to migrants in service of border control, but that given a theistic framework of the sort at the heart of Judaism and Christianity, the usual justifications for such harms fall flat: none are even remotely plausible. The upshot of this, we shall urge, is that denizens of those religious traditions should support a policy of nearly open borders. Full article
(This article belongs to the Special Issue Justice, Ethics, and Philosophy of Religion)
22 pages, 2707 KiB  
Article
Reducing False Negatives in Ransomware Detection: A Critical Evaluation of Machine Learning Algorithms
by Robert Bold, Haider Al-Khateeb and Nikolaos Ersotelos
Appl. Sci. 2022, 12(24), 12941; https://doi.org/10.3390/app122412941 - 16 Dec 2022
Cited by 16 | Viewed by 5538
Abstract
Technological achievement and cybercriminal methodology are two parallel growing paths; protocols such as Tor and i2p (designed to offer confidentiality and anonymity) are being utilised to run ransomware companies operating under a Ransomware as a Service (RaaS) model. RaaS enables criminals with a [...] Read more.
Technological achievement and cybercriminal methodology are two parallel growing paths; protocols such as Tor and i2p (designed to offer confidentiality and anonymity) are being utilised to run ransomware companies operating under a Ransomware as a Service (RaaS) model. RaaS enables criminals with a limited technical ability to launch ransomware attacks. Several recent high-profile cases, such as the Colonial Pipeline attack and JBS Foods, involved forcing companies to pay enormous amounts of ransom money, indicating the difficulty for organisations of recovering from these attacks using traditional means, such as restoring backup systems. Hence, this is the benefit of intelligent early ransomware detection and eradication. This study offers a critical review of the literature on how we can use state-of-the-art machine learning (ML) models to detect ransomware. However, the results uncovered a tendency of previous works to report precision while overlooking the importance of other values in the confusion matrices, such as false negatives. Therefore, we also contribute a critical evaluation of ML models using a dataset of 730 malware and 735 benign samples to evaluate their suitability to mitigate ransomware at different stages of a detection system architecture and what that means in terms of cost. For example, the results have shown that an Artificial Neural Network (ANN) model will be the most suitable as it achieves the highest precision of 98.65%, a Youden’s index of 0.94, and a net benefit of 76.27%, however, the Random Forest model (lower precision of 92.73%) offered the benefit of having the lowest false-negative rate (0.00%). The risk of a false negative in this type of system is comparable to the unpredictable but typically large cost of ransomware infection, in comparison with the more predictable cost of the resources needed to filter false positives. Full article
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19 pages, 357 KiB  
Article
The Causes of Police Corruption and Working towards Prevention in Conflict-Stricken States
by Danny Singh
Laws 2022, 11(5), 69; https://doi.org/10.3390/laws11050069 - 30 Aug 2022
Cited by 24 | Viewed by 110990
Abstract
The police are the initial faces of law enforcement and commence the criminal justice process and thus hold significant responsibility for functioning law and order. As key representatives of the state, the integrity of the police in all societies is pivotal to retain [...] Read more.
The police are the initial faces of law enforcement and commence the criminal justice process and thus hold significant responsibility for functioning law and order. As key representatives of the state, the integrity of the police in all societies is pivotal to retain public trust in the rule of law and the preservation of internal security. When police corruption is exposed or is perceived by the public to be prevalent, confidence in and communal relations with the police force become disjointed. Poor credibility of the police also negatively impacts on the legitimacy of the government. Negative public perceptions of both the police and government are particularly troublesome in violently divided societies or states undergoing armed conflict. The article focuses on the main causes and consequences of police corruption in hostile environments to introduce a range of prevention strategies to combat it and restore public confidence in policing and governance. The article suggests that a holistic anticorruption strategy, rather than a linear one, has the potential to raise awareness, increase pay to deter petty forms of corruption, install independent anticorruption agencies, and periodically rotate police officers to increase police integrity and loyalty for the host country. It is recommended that these multifaceted prevention strategies are needed within a police force that is faced with a violently divided society to reaffirm public support and deter support for armed anti-governmental oppositional groups. Full article
(This article belongs to the Special Issue Police Corruption Prevention in Post-Conflict Societies)
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