Artificial intelligence and future perspectives in Forensic Medicine: a systematic review.

Objective: Artificial intelligence (AI) is the ability of a computer machine to display human capabilities such as reasoning, learning, planning, and creativity. Such processing technology receives the data (already prepared or collected), processes them, using models and algorithms, and answers questions about forecasting and decision-making. AI systems are also able to adapt their behavior by analyzing the effects of previous actions and working then autonomously. Artificial intelligence is already present in our lives, even if it often goes unnoticed (shopping networked, home automation, vehicles). Even in the medical field, artificial intelligence can be used to analyze large amounts of medical data and discover matches and patterns to improve diagnosis and prevention. In forensic medicine, the applications of AI are numerous and are becoming more and more valuable. Method: A systematic review was conducted, selecting the articles in one of the most widely used electronic databases (PubMed). The research was conducted using the keywords "AI forensic" and "machine learning forensic". The research process included about 2000 Articles published from 1990 to the present. Results: We have focused on the most common fields of use and have been then 6 macro-topics were identified and analyzed. Specifically, articles were analyzed concerning the application of AI in forensic pathology (main area), toxicology, radiology, Personal identification, forensic anthropology, and forensic psychiatry. Conclusion: The aim of the study is to evaluate the current applications of AI in forensic medicine for each field of use, trying to grasp future and more usable applications and underline their limitations.

Z-Drugs and their use in Drug-Facilitated Crimes: a review of the literature.

Background: Z-Drugs are a category of non-benzodiazepine sedative-hypnotic drugs that include Zolpidem, Zopiclone and Zaleplon. They are all rapidly adsorbed and have a very short half- life, features that make them first-line treatment of insomnia and, in the meantime, first-choice drugs in cases of poisoning for criminal purposes. Z-drugs are frequently use in Drug Facilitated Crime cases (DFC) and Drug Facilitated Sexual Assault (DFSA), namely crimes, robberies, extortion and sexual violence committed after administration of incapacitating substances able to induce sedative-hypnotic effects. In these circumstances, the psychoactive substance is considered as a weapon and constitutes an aggravating circumstance in the criminal act: accordingly, judicial authority legitimates the analytical determination of these substances. Currently, few tests able to detect such drugs are available in daily clinical practice. Aim: The aim of this work is to evaluate the effective utilization of Z-Drugs. Methods: We have analyzed the literature, focusing on cases in which the criminal use of such incapacitating substances has been demonstrated. Relevant scientific articles were identified from PubMed, Cochrane Central, Scopus, Web of Science, Science Direct, EMBASE up to December 2022 using the following keywords: "z-drugs", "drug facilitated crime", "forensic toxicology". The resulting references were screened to exclude duplicates. In addition, non-English papers were excluded. This evaluation left 10 articles (8 case reports and 2 original studies) divided as follows: 1 case report of a DFC (robbery), 6 cases of confirmed DFSA, 3 cases of suspected DFSA, 2 original studies about DFC. Results: The totality of the selected cases showed positive toxicological tests for a single intake of z-drugs. Conclusions: This work has shown the limitations of screening tests currently in use in the emergency rooms. Forensic toxicology tests should be introduced in daily clinical practice.

Decapitation of an agricultural worker by a combine harvester: a case report.

Background: Each year, there are billions of agricultural work accidents involving the operation of tractors, grain augers, harvest combines, power take-off devices, or balers and thrashers. Field accidents of this nature seem more common on afternoons, just as road accidents tend to skew toward nighttime. The lesions can vary widely and depends strictly on the operation of the machinery analyzed. Aims: This paper aims to present a peculiar case of decapitation by a combine harvester, showing how, in cases of injury due to agricultural machinery, it is fundamental a correct execution of a scene investigation, autoptic examination, and cooperation with a specialist in engineering. Case Report: A 54-year-old man was found decapitated on the header of a combine harvester; his extremities were also dismembered. At autopsy, a clean oblique cut across the first cervical vertebra had severed the head at the neck. Although the right arm remained intact, both lower extremities were mutilated, showing numerous exposed and open fractures. A bleeding, penetrating wound to the back was additionally noted. In the days that followed, missing parts (head and left leg) were discovered in other machine components (grain tank and straw walker, respectively). All observed injuries were compatible with the mechanics of the cochlea, its rotating movement inflicting the damages above. Collaboration between pathologists and engineers was fundamental to recreating the dynamics of this rare decapitation accident by a combine harvester.

Death by artery injury: two peculiar cases of sharp force fatality.

Background: As sharp force injury accounts for 10-20% of clinical forensic examinations, forensic pathologists are often asked to investigate deceased victims of stab wounds. Moreover, homicide by sharp force (stabbing) is one of the most common in European countries, involving generally domestic or interpersonal conflict. Stabbing as a suicide method constitutes a low percentage of all suicides, 2% to 3%. Accidental death due to sharp force is even rarer (0-3%) and usu-ally caused by an impact or a fall into different type of glass surface. Death due to stabbing is usually caused by exsanguinating incisions to organs or large blood vessels (such as arteries), leading to haemor-rhagic shock. Penetrating artery injuries are well known in clinical settings, and extremities are the most common sites of such injuries. Indeed, 50% to 60% of injuries occur in femoral or popliteal arteries, 30% in brachial artery. Aims: The aim of this paper is to present two rare cases of sharp force fatality, showing how a thorough forensic pathology methodology, including death scene investigation, autopsy examination, and toxicological analyses, are pivotal to detect the manner of death. Case Reports: This paper presents two peculiar cases of sharp force fatalities: the first, a single and accidental stab injury on the right armpit which caused a complete transection of the axillary artery; the second, a single homicidal stab wound on the lower leg causing a full-thickness lesion of the anterior tibial artery.

COVID-19 Risk Management: a Survey among Italian physicians.

Abstract: The COVID-19 pandemic had a significant global impact on public health. The increasing demand for intensive care and the closure of several health facilities has led to a reduction in the assistance of non-COVID patients. In our study, we investigated what changes health professionals have experienced in their professional activities and how they coped with them. A questionnaire was sent to 146 doctors, focused on three subjects: type of activity carried out during the pandemic; use of personal protective equipment (PPE) and recourse to vaccination; current medical liability profiles related to COVID-19. The questionnaire was completed by 111 doctors. The study showed no significant differences in the questionnaire response as regards the demographic and work variables of the participants (gender, age, area of specialties). Most of doctors assisted potentially positive patients, which also imposed derogations on their safety. Most of the complaints were about the low adequacy of PPE provision and about the compromission of specialist medical care. The interest in safety among participants was revealed by the high compliance to vaccination, with almost complete coverage. The questionnaires showed that most doctors (72,7%) believe that specialist medical care has been impaired during the COVID-19 pandemic. Secondly, a high percentage of participants (79.8%) expressed the need for both civil and criminal limitation of liability in connection with work in the management of SARS-Cov-2 patients. In conclusion, this survey tried to contribute to the identification of the main problems presented by healthcare professionals. Their versatility was a crucial element for the management of the pandemic, but also highlighted the need for health institutions to prepare pandemic plans in the future, with adequate and constant updating. Concerns were raised regarding financial deficits and legal protection. Political decisions must be entrusted to enhance medical assistance and to avoid the increasing phenomenon of defensive medicine.

Recent Judgement of the Italian Judiciary about medical assisted procreation (MAP): is informed consent valid after parents separation?

ABSTRACT: Law No 40/2004 regulates in Italy the matter of medically assisted procreation (MAP). Recently, the Tribunal of Capua Vetere expressed its position on the subject of informed consent in a case of MAP. In the specific case, a couple entered the preliminary stages of the PMA procedures, carrying out the fertilization of the ovum and the embryo production. Afterwards, the couple separated and the man denied consent to the continuation of the MAP. The woman, willing to proceed with the implantation, the woman made an urgent judicial appeal, obtaining the judge's permission to transfer the embryo to the uterus. This paper analyses the different bioethical positions on MAP's informed consent. In fact, on the one hand, the paper highlight what is set out in Law 219/2017 which provides for the possibility of the patient to revoke at any time the consent to the treatment given. On the other hand, it should be noted that Law 40/2004, willing to protect the embryo, establishes the irrevocability of the position of parental consent after fertilization. The judgment in question seems to favour this latter position, placing itself in the protection of the cryopreserved embryo and recall-ing the principle of entrustment following the fertilization of the egg. Nevertheless, the matter is controversial a consistent amount of legal developments are expected to arise in the next future.

Comparative study between conventional and new methods in defining the cause of death from anaphylactic shock.

ABSTRACT: Anaphylaxis is defined as a rapid systemic reaction that develops in individuals previously exposed to specific allergens. The new exposure causes systemic cellular degranulation, which in turn leads to cardiovascular and respiratory changes that are fatal if not treated immediately. One of the main problems of this scenario in the forensic field is the determination of a correct post-mortem diagnosis. Traditional methods, such as histopathological examination of the respiratory tract and the use of specific antibodies used in immunohistochemistry, are sensitive but not always specific and therefore do not guarantee a high degree of probability in the diagnosis of anaphylaxis. For this reason, a new and promising research frontier in this field of forensic pathology could be represented by the application of miRNAs as biomarkers, as has been done in other areas of medicine.

Rules on informed consent and advance directives at the end-of-life: the new Italian law.

End-of-life decisions are an emergent issue for bioethical debates and practical concerns among health professionals. On December 2017, Italy enacted a new law named "Rules about informed consent and advance directives", which promotes the relationship of care in a fiduciary sense through the implementation of a correct and exhaustive information. It is also prescribed to record in writing all the patients' decisions about consent or refusal. Furthermore, the law explicitly forbids unreasonable therapeutic obstinacy for terminal patient, legitimizing deep palliative sedation. Finally, the law establishes the use of "advance directives" as a written document by which adults and capable people can express their wishes regarding health treatments and diagnostic tests in anticipation of a possible future incapacity. The law provides that doctors must comply with these directives, unless they appear clearly incongruous or not corresponding to the patient's current clinical condition.

A rare case of Spinal Epidural Abscess following mesotherapy: a challenging diagnosis and the importance of clinical risk management. Considerations concerning uncommon risk factor for development of Spinal Epidural Abscess and its prevention.

Spinal Epidural Abscess (SEA) is a rare pyogenic infection localized between dura mater and vertebral periostium. The development of SEA is associated with the presence of medical co-morbidities and risk factors that facilitate bacterial dissemination. It is possible distinguish two type of SEA: primary SEA due to pathogen hematogenous dissemination and secondary SEA resulting from direct inoculation of pathogen. This entity, very uncommon, shows a prevalence peak between the 5th and the 7th decade of life with predominance in males. The case is a 44 years old Caucasian man with chronic low back pain, treated with physiotherapy and anti-inflammatory drugs. Following an episode of acute severe exacerbation of pain, the patient underwent four session of dorsal and lumbo-sacral area mesotherapy. One month after the last session, the patient experienced acute sever lumbar pain, radiated to left lower limb and accompanied by fever and vomiting. During hospitalization, elevated levels of white blood cells and C Reactive Protein (CRP) were found. Moreover, a vertebral magnetic resonance imaging revealed the presence of intramedullary lesion. Furthermore, methicillin sensitive staphylococcus aureus was isolated from three blood cultures and antibiotic therapy was performed. In our case the patient had the typical SEA onset, without any specific risk factors excepting the execution of four session of mesotherapy. Aim of this study is to explain risk factors for the SEA development and to clarify how act as preventive measure, because also acupuncture can promote bacterial infection.

Personalized medicine in psychiatric disorders: prevention and bioethical questions.

Personalized medicine is an emerging approach to medicine that applies scientific knowledge to predict individual susceptibility to certain pathologies and to identify their response to pharmacological treatments. The aim of the study is to analyze the ethical implications of the use of personalized medicine in the prevention of psychiatric disorders, through the study of specific genetic variations and epigenetic modifications. However, the use of technologies aimed at studying the human genome, in order to prevent these pathologies, cause many bioethical questions.

Response to letter to the Editor regarding physical restraint in psychiatric setting.

The following letter addresses the issues of the applicability of physical restriction, with particular attention to the therapeutic regime and its meaning as a therapeutic or restrictive provision, while considering possible alternative measures in the context of Italian jurisprudence. The letter, in response to the questions posed by Cioffi and Tomassini, examines the possible legal implications for doctors and suggests that the integration of jurisprudence and psychiatry seems to be mandatory to define the operational protocols for the management of physical restraint. La seguente lettera affronta il problema relativo all'applicabilità della contenzione fisica, con particolare riferimento al regime terapeutico, nonché la sua valenza giuridica quale misura terapeutica o restrittiva, considerando eventuali approcci alternativi. La lettera, in risposta alle domande poste da Cioffi e Tomassini, esamina le possibili implicazioni legali cui possono incorrere i medici nell'applicare la contenzione fisica, suggerendo la necessità di un'integrazione tra le norme giurisprudenziale e la scienza psichiatrica, al fine di definire i protocolli operativi di gestione della contenzione fisica.

Influence of different screening procedures on the stroke prevalence estimates: the Italian Longitudinal Study on Aging.

Stroke prevalence surveys are more and more needed for health care and facility planning. Prevalence estimates and costs of the definition procedure may vary depending on different screening strategies. We evaluated the impact of these different strategies on the overall diagnostic procedure and on stroke prevalence estimates in the Italian Longitudinal Study on Aging. A population sample of 5, 632 individuals aged 65-84 years was screened for stroke by a simple question on previous stroke diagnosis, questions on possible stroke symptoms and a simple neurological examination. Those screened positive by any of these procedures were fully examined by a neurologist for conclusive diagnosis. We determined the positive predictive value of each procedure on the final stroke diagnosis and calculated prevalence as if each procedure had been used separately. Using the three procedures combined, the prevalence rate was 6.0% (95% confidence interval, 5.4-6.7%). If each procedure had been used as the unique screening tool, the rates would have been 5.1% (4.5-5. 7%), 4.1% (3.6-4.7%) and 2.3% (1.9-2.7%), and positive predictive values 66.4, 55.2 and 45.1%, respectively. Different screening procedures can affect stroke prevalence estimates. Compared to more complex screening strategies, the use of a simple question about previous diagnosis as the unique screening tool leads to only a slight underestimation of stroke prevalence and avoids a 66% increase in the number of subjects to be examined in a second-level specialist evaluation, potentially reducing the costs of the overall diagnostic procedure.