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Foundations of Artificial Intelligence in Hepatology: What a Clinician Needs to Know.

This review focuses on foundational knowledge about artificial intelligence (AI) in hepatology, exploring how AI, including machine learning and deep learning, leverages large-scale clinical data to transform the diagnosis, risk assessment, prognostication, and management of liver diseases. Online resources are described to offer fundamental AI knowledge and essential technical skills and to facilitate clinician participation across the entire AI lifecycle, ensuring they contribute not only as end users but also in development and deployment. Unlike traditional statistical approaches that prioritize interpretable parameters and clinical insight, AI focuses on maximizing predictive accuracy by identifying complex, often non-linear patterns using high-dimensional data, albeit often at the cost of model interpretability. AI is demonstrating clinical utility in liver histopathology and radiological imaging, significantly improving detection accuracy for cirrhosis, clinically significant portal hypertension, and hepatocellular carcinoma. Beyond diagnostics, AI-driven prediction models are emerging to provide personalized risk stratification for the development of liver-related complications and treatment guidance, based on complex data including longitudinal laboratory results, comorbidities, and co-medication use to monitor disease progression and therapy response. The field is rapidly expanding into novel areas such as analyzing patient-reported outcomes, genomic data, and real-time liver function monitoring, offering deeper mechanistic insights alongside clinical tools. Despite the potential to revolutionize hepatology practice and research, successful integration into routine care faces challenges. These include seamless workflow integration with existing electronic health records, establishing clear liability frameworks, and guaranteeing protection of patient privacy. Addressing these hurdles requires collaborative efforts from clinicians, researchers, and regulators to develop best practices and governance. Understanding the transformative capabilities, current applications, emerging frontiers, and essential implementation considerations is crucial for clinicians navigating the evolving AI landscape and responsibly utilizing its power for improved patient outcomes.

PROBAST+AI↗

The integrated project AquaTerra of the EU sixth framework lays foundations for better understanding of river-sediment-soil-groundwater systems.

The integrated project "AquaTerra" with the full title "integrated modeling of the river-sediment-soil-groundwater system; advanced tools for the management of catchment areas and river basins in the context of global change" is among the first environmental projects within the sixth Framework Program of the European Union. Commencing in June 2004, it brought together a multidisciplinary team of 45 partner organizations from 12 EU countries, Romania, Switzerland, Serbia and Montenegro. AquaTerra is an ambitious project with the primary objective of laying the foundations for a better understanding of the behavior of environmental pollutants and their fluxes in the soil-sediment-water system with respect to climate and land use changes. The project performs research as well as modeling on river-sediment-soil-groundwater systems through quantification of deposition, sorption and turnover rates and the development of numerical models to reveal fluxes and trends in soil and sediment functioning. Scales ranging from the laboratory to river basins are addressed with the potential to provide improved river basin management, enhanced soil and groundwater monitoring as well as the early identification and forecasting of impacts on water quantity and quality. Study areas are the catchments of the Ebro, Meuse, Elbe and Danube Rivers and the Brévilles Spring. Here we outline the general structure of the project and the activities conducted within eleven existing sub-projects of AquaTerra.

Climate↗

The survival advantage of patients with cystic fibrosis diagnosed through neonatal screening: evidence from the United States Cystic Fibrosis Foundation registry data.

OBJECTIVE: To determine the impact of age and condition at the time of diagnosis on survival of patients with cystic fibrosis (CF). STUDY DESIGN: By mode of diagnosis, 27,692 patients documented in the 1986-2000 CF Foundation Registry were segregated into meconium ileus (MI), prenatal or neonatal screening (SCREEN), positive family history only (FH), and symptoms other than MI (SYMPTOM). Patients in the MI, SCREEN, and SYMPTOM groups were further categorized by initial presenting symptoms into combined respiratory symptoms and malnutrition (RESP + NUTR), RESP, NUTR, other less common symptoms (OTHER), and OTHER + RESP/NUTR. RESULTS: Fifty-five percent of patients in the SCREEN group and 59% of patients in the MI group were diagnosed within age 1 month, as contrasted with 5% in patients in the SYMPTOM group (P < .001). Compared with patients in the SCREEN group, patients in the MI and SYMPTOM groups had significantly greater risks of shortened survival. Patients in the SYMPTOM group presenting with RESP + NUTR had significantly greater risk of shortened survival than the SCREEN group (P < .05). Survival of patients in the SYMPTOM group diagnosed "early," that is, within 1 month of age, did not differ from patients in the SCREEN group but was significantly better than patients in the SYMPTOM group diagnosed beyond age 1 month to 10 years. CONCLUSIONS: Early diagnosis through screening is associated with better survival compared with delayed diagnosis through non-MI symptoms beyond the age of 1 month.

Adolescent↗

Bridging the Gap From Proteomics Technology to Clinical Application: Highlights From the 68th Benzon Foundation Symposium.

The 68th Benzon Foundation Symposium brought together leading experts to explore the integration of mass spectrometry-based proteomics and artificial intelligence to revolutionize personalized medicine. This report highlights key discussions on recent technological advances in mass spectrometry-based proteomics, including improvements in sensitivity, throughput, and data analysis. Particular emphasis was placed on plasma proteomics and its potential for biomarker discovery across various diseases. The symposium addressed critical challenges in translating proteomic discoveries to clinical practice, including standardization, regulatory considerations, and the need for robust "business cases" to motivate adoption. Promising applications were presented in areas such as cancer diagnostics, neurodegenerative diseases, and cardiovascular health. The integration of proteomics with other omics technologies and imaging methods was explored, showcasing the power of multimodal approaches in understanding complex biological systems. Artificial intelligence emerged as a crucial tool for the acquisition of large-scale proteomic datasets, extracting meaningful insights, and enhancing clinical decision-making. By fostering dialog between academic researchers, industry leaders in proteomics technology, and clinicians, the symposium illuminated potential pathways for proteomics to transform personalized medicine, advancing the cause of more precise diagnostics and targeted therapies.

Proteomics↗

Vaccines against cysticercosis and hydatidosis: foundations in taeniid cestode immunology.

Recombinant oncosphere antigens have been used in the development of effective vaccines for the prevention of cysticercosis caused by Taenia ovis, Taenia saginata, Taenia solium and hydatid disease caused by Echinococcus granulosus. These vaccines were developed utilizing information gathered from numerous researchers over some 60 years which had established many of the principals concerning immunity to taeniid cestodes in their intermediate hosts. Australian scientists, or scientists with close Australian connections, made seminal early contributions to the understanding of cestode immunology that provided the foundations for more recent application of recombinant DNA methods and the development of practical vaccines. Here, some particular contributions to the field are highlighted from Drs. Michael Gemmell, Michael Rickard, David Heath and Graham Mitchell together with a précis of the recent progress in vaccine development, particularly for prevention of cysticercosis due to T. solium.

Animals↗

In vitro assessment of retention of four esthetic dowels to resin core foundation and teeth.

STATEMENT OF PROBLEM: Several new esthetic dowel systems are currently available for the restoration of endodontically treated teeth. These dowel systems enhance the esthetic quality of all-ceramic restorations better than metallic dowel systems. PURPOSE: The purpose of this study was to evaluate the retentive strength of composite and ceramic endodontic dowel systems to the tooth and to the core foundation. MATERIAL AND METHODS: The following dowel systems were tested: resin dowels (Fibrekor [FR]; Luscent [LU]; Twin Luscent Anchor [TLU]); ceramic dowels (Cerapost [CR]; Cosmopost [CO]); and a titanium dowel (ParaPost XH [Ti]). In Part I of the study, core retention was tested by forming Bis-Core resin (n=12) cores around dowels followed by separation using a universal testing machine. In Part II, 60 (n=12) extracted human canines were endodontically treated, and dowel spaces were prepared using the corresponding drill for each dowel system. Nine-millimeter resin and ceramic dowels were cemented with C & B resin luting agent. Additionally, 2 groups (n=12) of Ti dowels cemented with C & B resin luting agent and zinc phosphate luting agent served as control groups. Retention was tested using a universal testing machine to separate the dowels from teeth. One-way analysis of variance and Student Newman-Keuls tests were conducted for statistical analysis (alpha=.05). Surface texture of all dowel systems tested was examined using SEM at original magnification x25 and x250. RESULTS: Core retention of Ti was higher than all esthetic dowels tested (alpha<.05), but FR had higher core retention than the other esthetic dowels tested. Resin dowels had better retention to teeth than ceramic dowels (alpha<.05). CONCLUSION: The esthetic dowel systems were less retentive for the resin core material than the titanium control. Resin dowel systems were more retentive in the root than the ceramic dowels but were similar to the titanium control.

Analysis of Variance↗

Thermo-hydrolytic stability of core foundation and restorative composites.

STATEMENT OF PROBLEM: The use of weak and less durable materials in restoring teeth may result in weak restorations unable to withstand intraoral conditions. PURPOSE: The purposes of this study were to evaluate the effect of thermo-hydrolytic stress on the flexural strength and flexural modulus of core foundation composites with direct restorative composites and determine mass percentage of filler content. MATERIAL AND METHODS: A total of 216 specimens, from 9 brands of commercially available composites (Coreflo, DC Core, Photocore, APX, Litefil II A, Surefil, TPH Spectrum, Z100, and Z250) were fabricated following ISO Standard 4049. Flexural strength (MPa) and flexural modulus (GPa) were determined on bar-shaped specimens (25 x 2 x 2 mm) before and after storage in boiling water for 24 hours (n=12). The filler content in composite was determined by incineration using a thermogravimetric analyzer. The data were analyzed using 2-way analysis of variance and the Student t test (alpha=.05). RESULTS: Filler content of the tested composites was 66.6 to 81.8 mass %. Significant differences in both flexural strength and flexural modulus existed among materials, the effect of boiling and interaction (P<.05). Coreflo, DC Core, Z100, and Z250 demonstrated a significant decrease in flexural strength after boiling (P<.05). Z250 showed a significant decrease in flexural modulus after boiling (P=.001), while Surefil showed a significant increase in flexural modulus (P=.007). CONCLUSION: Within the limitations of this study, it can be concluded that composites were affected differently by moist heat stress. Some composites showed a degradation of flexural properties while some retained flexural properties. Stability of the composites varied among brands.

Acrylic Resins↗

Use of an alternative pontic foundation technique for a fiber-reinforced composite fixed partial denture: a clinical report.

This article describes the treatment of a patient for whom a fiber-composite laminate dowel and core and polyethylene fiber were used as a conservative alternative to provide a dowel-and-core and fixed partial denture foundation. The treatment plan included removing the existing restoration on the maxillary right first molar, placing a fiber-reinforced resin dowel and core for retention and reinforcement of the maxillary first premolar, and fabricating a definitive restoration using polyethylene fiber to reinforce the fixed partial denture.

Acrylic Resins↗

Decreased expression of a 40-kDa catecholamine-regulated protein in the ventral striatum of schizophrenic brain specimens from the Stanley Foundation Neuropathology Consortium.

The majority of heat shock proteins (HSP) act as molecular chaperones protecting cells from deleterious stress. These proteins are able to inhibit the aggregation of partially denatured proteins and refold them into the correct conformation. They have also been shown to be involved in the pathogenesis of many neurodegenerative and psychiatric disorders. Previous reports from our laboratory have described a 40-kDa catecholamine-regulated heat-shock-like protein (CRP40). This study investigates CRP40 expression in ventral striatal specimens obtained from the Stanley Foundation Neuropathology Consortium (SFNC). CRP40 levels were significantly reduced in schizophrenic patients relative to the control group. However, ventral striatal samples of individuals diagnosed with major depression or bipolar disorder did not show significant changes in the expression of the protein. No differences in CRP40 levels were observed due to age, sex or postmortem interval (PMI). Further analysis of the schizophrenic group revealed that unmedicated and medicated patients showed decreases in ventral striatal CRP40 levels relative to the control group. However, the largest reduction in these levels was seen in unmedicated schizophrenic patients. In addition, relative to the unmedicated individuals, the clozapine- and haloperidol-treated groups showed elevations in ventral striatal CRP40 expression, although not significant. An increase in sample size may clarify this observation. Taken together, these results suggest a functional role of CRP40 in the pathogenesis of schizophrenia.

Adult↗

Probabilistic models of cognition: conceptual foundations.

Remarkable progress in the mathematics and computer science of probability has led to a revolution in the scope of probabilistic models. In particular, 'sophisticated' probabilistic methods apply to structured relational systems such as graphs and grammars, of immediate relevance to the cognitive sciences. This Special Issue outlines progress in this rapidly developing field, which provides a potentially unifying perspective across a wide range of domains and levels of explanation. Here, we introduce the historical and conceptual foundations of the approach, explore how the approach relates to studies of explicit probabilistic reasoning, and give a brief overview of the field as it stands today.

Algorithms↗

Survival beyond 10 years following heart transplantation: The Cleveland Clinic Foundation experience.

BACKGROUND: Long-term survival after heart transplantation is a desirable although challenging goal. METHODS: We analyzed clinical outcomes in the cohort of 170 patients who have undergone heart transplantation at The Cleveland Clinic Foundation and survived >10 years. RESULTS: We found 10-year and 15-year survival rates of 54% and 41%, respectively, in these patients, but there was also a high incidence of complications, such as hypertension, renal dysfunction, transplant vasculopathy, and malignancy. CONCLUSIONS: Long-term survival following cardiac transplantation is possible although complications are frequent. Beyond 10 years, malignancy is a major cause of death.

Adult↗

A critical examination of the foundations of immunotherapy for cancer.

It is argued that immunotherapy (IMTH) for cancer, as well as the theory of cancer immunogenicity on which it rests, derives no secure foundation either from clinical observations or from experimental study of valid animal tumour models. Discouraging clinical observations include: the long history of failure of IMTH; the rejection of IMTH for choriocarcinoma--a true allograft in the patient; the extreme rarity of spontaneous regression, and progressive discrediting of the theory of immunosurveillance; the high frequency of nodal metastasis; and the failure to demonstrate a tumour-specific antigen in man. The great majority of animal tumours used for experimental studies of IMTH display artefactual immunogenicity associated with their mode of induction or conditions of transplantation and cannot be accepted as valid models of clinical cancer. The author reviews his total failure to demonstrate immunogenicity or successful IMTH using a wide range of animal tumours from which known laboratory artefacts have been strictly excluded. The inordinate promotion of tumour immunology and IMTH in recent years is attributed to unfortunate sociological influences encouraging premature assertion of clinical relevance from experimental research.

Animals↗

[Ethical foundations of institutional psychotherapy].

HISTORICAL ASPECTS: The idea behind this work is to have an ethical examination of the institutional psychotherapy movement which has long influenced French public psychiatry and which has progressively, since the 80s, been subject to growing doubts. In the first part, institutional psychotherapy is presented. It is a model for theoretical development and practice in psychiatric care. It came into being just following the end of the Second World War at the same time as modern medical ethics. Its principles come on the one hand, from recognition of asylums' pathogenic effects--which led to the crushing of the patient's being--and on the other, through recognition of the uniqueness of each person and the subjectivity of mental suffering. These elements gave rise to creativity within the world of medicine and, in the sector, generated the science of psychiatry which advocated for continuity in care (both inpatient and outpatient) and preventive work directed at the population. This movement called for the use of the institution in its dynamic aspect which promotes exchanges and allows patients to situate or resituate themselves in historic and symbolic dimensions. It privileges a high level of transversality, maximum communication, favouring speaking out loud and responsibility. It requires a permanent analysis of the institutional counter transference (emotional reactions of the caregivers involved, their interrelations and the social and material organization of the institution) which determines the therapeutic action itself. THEORICAL BASIS: In a second part, its theoretical foundations and its practice shall be investigated in light of the guiding concepts of medical ethics (justice, autonomy, beneficence, non-malfeasance). Institutional psychotherapy responds to the need for justice by considering the patient as a whole and by conceiving each patient as being like oneself despite the differences (associated with the mode of hospitalization, the social or diagnostic category). The principle of autonomy lies always at care's horizon, made concrete in practice by notions of habitability, orientation to place and time, references, by activities and by meetings. The principle of beneficence was the basis for round-the-clock intakes, the use of an established theoretical model and clinical practice centred on the patient's words. Institutional analysis attempts not to repeat the alienation felt by the patient, alienation being associated with the treatment environment, and draws from the principle of non-malfeasance. It therefore appears that the approach of institutional psychotherapy conforms with ethical requirements, given its major interest in the subject who aspires to find meaning in life. CURRENT SITUATION: The third part discusses current orientations in care related to the explosion in neuroscience and technology, the promotion of the citizen as an individual, and legal doctrine, budgetary constraints, and new demands made on psychiatry from the social and political domains. The widespread trend towards simplification, swollen with hypotheses from neuroscientific research, is progressively reducing mental illness to target symptoms. The recovery of the notion of citizenship through technological capture and ideological strains in contemporary culture have also affected a suspension of the subject as a thinking and desiring being, and exempted caregivers from considering transferral phenomena, indicated with the appearance of new signifiers: user, stress, plague, network. The new medical-technical jargon of scales, tables, and management participates in the same process of patient objectification and care compartmentalization. In this context, under the cover of science and generally good actions, psychiatry has become biologisized, whilst being diluted from its social aspect, even as it becomes more repressive for patients. CONCLUSION: This observation leads to the conclusion, in the fourth part, that there is a need for psychiatry, which within its own discipline has a hard time finding sufficient resources, to refocus itself ethically. This enlightenment could come within a multi-disciplinary ethical space, uniting practitioners and psychiatric caregivers, psychoanalysts, philosophers, sociologists, neurobiologists etc. The research should concern the legitimacy of the principles that underlie psychiatric action in its care and preventive aspects.

Ethics, Clinical↗

Foundation fieldbus economics comparison

This paper will provide a life cycle cost comparison between installations of three different control system configurations. 1. Conventional analogue instruments. 2. HART protocol instruments with a parallel asset management system. 3. Foundation fieldbus installation. Engineering, procurement, construction, commissioning and ongoing maintenance costs will be included as part of the analysis. Data for the analysis includes equipment from multiple manufacturers so a range of expected expenses will also be provided to indicate the sensitivity of the economic calculations to supplier. All calculations will be based on the median equipment values.

Journal Article↗

The effect of student nurses' experiences over the Common Foundation Programme on their inferences of suffering.

Poor pain assessment contributes to inadequate postoperative pain relief. Studies in the U.S.A. suggest that nurse education might make students less sensitive to patients' experience of pain. This research examined this process and the factors that influence it in the U.K. Two-hundred and seventeen students completed the Standard Measure of Inferences of Suffering Questionnaire (SMIS) before and after their Common Foundation Programme (CFP). Their inferences of psychological distress increased as studies in the U.S.A. had found but, unlike these studies, no change was found in their inferences of pain. These findings have important implications for both nurse education and the mechanisms to support student nurses in clinical practice.

Adolescent↗

Crown foundations with a custom matrix, composites, and reverse carving.

This article describes a restorative technique for the formation of composite cores for artificial crowns. The procedure uses a semirigid matrix with reverse carving to form the cores on substantially compromised teeth. The matrix allows the placement of the composite under pressure to reduce voids and gaps and permits completion of multiple cores simultaneously. Reverse carving enables development of a common axis for multiple cores. The dentist can perform the tooth preparation for the crown at the time of the core restoration. The effort commonly applied to developing tooth morphologic features in the core can be invested instead in the formation of the interim restoration. The remaining tooth structure, pin or post placement, and location of the finish line can be evaluated with the insight of a crown foundation and not merely as a traditional restoration.

Composite Resins↗

Why do secondary cadaver renal transplants succeed? Results of the South-Eastern Organ Procurement Foundation prospective study, 1977-1982.

We report the selective and therapeutic factors affecting multiple kidney transplant success from a prospective multicenter study of the South-Eastern Organ Procurement Foundation. From June 1977 to March 1982, 3,215 cadaver kidney transplants were performed at 39 institutions. There were 2,535 first, 564 second, 103 third and 13 fourth grafts. The actuarial graft survival rates at 1 and 2 years were 52 plus or minus 1 and 45 plus or minus 1 per cent, respectively, for first grafts, 44 plus or minus 2 and 40 plus or minus 3 per cent for second grafts, and 42 plus or minus 5 and 31 plus or minus 6 per cent for third grafts. Graft survival rates were significantly lower for second and third than for first transplants (p less than 0.003). There was no difference in patient survival rates. The data were analyzed to determine which selective and therapeutic variables governed success of primary and secondary grafts. Pre-transplant blood transfusions were associated with a significant increase in graft survival rates in primary (p less than 0.00005) and secondary transplants (p less than 0.01), and did not affect patient survival rates. The administration of antilymphocyte serum also improved graft survival rates significantly in primary (p less than 0.00005) and secondary grafts (p less than 0.00002), without alteration of patient survival rates. HLA compatibility improved primary graft survival rates (p less than or equal to 0.022) but this did not reach statistical significance in secondary graft survival rates. Second transplant graft survival rates were best when the primary graft functioned for more than 12 months (Breslow p less than or equal to 0.02) but were not related to the reason for loss of the first graft. Pre-transplant bilateral nephrectomy improved graft survival rates significantly but this phenomenon was linked to other treatment factors. No beneficial effect on graft survival rate could be shown after pre-transplant splenectomy in patients with primary or secondary grafts and this procedure was associated with reduced patient survival rates in both groups.

Adolescent↗

Soil gas measurements below foundation depth improve indoor radon prediction.

A soil gas measurement method developed earlier, [Nucl Tracks Radiat Meas, 22(1-4) (1993) 468] was applied to boreholes drilled to below foundation depth. Radon concentration and permeability were measured at 50-cm intervals. In radon prone areas, permeability showed an increase with depth over several orders of magnitude, indicating a low permeability top layer with a thickness of 0.5 m and more. A radon availability index (RAI) was empirically defined and the maximum RAI of each boring proved to be a reliable indicator for radon problems in nearby houses. The permeability of the top layer also proved to be an important factor for a better understanding of soil gas transport and the influence of rain. Implications for radon mitigation are derived.

Journal Article↗