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1.
Acute Med ; 22(3): 150-153, 2023.
Article in English | MEDLINE | ID: mdl-37746684

ABSTRACT

This commentary explores the potential impact of artificial intelligence (AI) in acute medicine, considering its possibilities and challenges. With its ability to simulate human intelligence, AI holds the promise for supporting timely decision-making and interventions in acute care. While AI has significantly contributed to improvements in various sectors, its implementation in healthcare remains limited. The development of AI tools tailored to acute medicine can improve clinical decision-making, and AI's role in streamlining administrative tasks, exemplified by ChatGPT, may offer immediate benefits. However, challenges include uniform data collection, privacy, bias, and preserving the doctor-patient relationship. Collaboration among AI researchers, healthcare professionals, and policymakers is crucial to harness the potential of AI in acute medicine and create a future where advanced technologies synergistically enhance human expertise.


Subject(s)
Artificial Intelligence , Physician-Patient Relations , Humans , Clinical Decision-Making , Critical Care , Data Collection
2.
Acute Med ; 21(2): 66-67, 2022.
Article in English | MEDLINE | ID: mdl-35681178

ABSTRACT

The Nobel-winning physicist Niels Bohr famously said that "prediction is very difficult, especially if it's about the future." Nevertheless, the prediction of rapid clinical deterioration has acquired its place in Acute Medicine. Time-urgent medical emergencies can benefit significantly from early detection when treatment delays increase the risk of death. Many Early Warning Systems (EWS) have thus been developed to stratify those at high risk of deterioration. It has been demonstrated that different types of EWS, including the Modified Early Warning Score (MEWS), National Early Warning Score (NEWS), and NEWS2, are clinically useful when identifying rapid deterioration. However, as we are inundated with risk stratification tools, it can be hard to decide which we should or should not use.


Subject(s)
Clinical Deterioration , Early Diagnosis , Hospital Mortality , Humans
3.
Nervenarzt ; 86(8): 978-88, 2015 Aug.
Article in German | MEDLINE | ID: mdl-26195248

ABSTRACT

The revised criteria for regional and national German stroke units (SU) defined by the SU commission of the German Stroke Society come into effect on 1 July 2015. Due to the already high level of quality, various aspects only needed minor adjustments and definitions; therefore, the majority of minimum structural standards were carried forward. For medical personnel thresholds for when staff further recruitment is necessary were defined for the first time. The current evidence for endovascular thrombectomy (ET) resulted in enhanced standards for acute brain vessel imaging, network formation and timely transport between regional and national SUs with and without ET capability. It further confirmed certification criteria for national SUs that have been valid since 2012: at least two neurointerventionalists as staff members enabling ET on a 24/7 basis. Diagnostic of atrial fibrillation (AF) has been newly implemented following current evidence and internal audits on an annual basis have now become obligatory. Overall, activities to ensure and improve quality must not only be restricted to the minimally required criteria of SU certification but should also incorporate recommendations of the SU commission. The continuous further development of German SU in recent years underlines the importance of the certification procedure as a guarantee of a minimum standard and as the driving force of sustainable quality improvements.


Subject(s)
Certification/standards , Hospital Units/standards , Neurology/standards , Stroke/diagnosis , Stroke/therapy , Thrombectomy/standards , Cerebral Angiography/standards , Germany , Practice Guidelines as Topic
4.
Data Brief ; 54: 110470, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38725556

ABSTRACT

This dataset comes from a multi-institution compilation of monitoring information for 13 marine herbivorous fishes belonging to six genera of five families: Acanthuridae, Girellidae, Kyphosidae, Pomacentridae and Scaridae, gathered from 2005 to 2020 in the Gulf of California. The database presents a total of 884 records of biomass and density got from 15,542 visual censuses performed using scuba diving in 34 localities comprising 268 rocky and coral reef sites. The censuses consisted of belt transects (250 m2, 100 m2, and 60 m2) laid parallel to the coastline, where expert monitors recorded the abundance of all observed adult individuals of the 13 target herbivorous species, and visually estimated the total length (cm) of each fish. In the database, the information for each transect is presented in the form of average fish density (individuals/m2) and biomass (g/m2), the latter was estimated based on the abundance and size per individual and the published weight-length relationship for each species. Also, we present the latitude and longitude of each locality, type of management, localities in the Gulf of California, institutions, the initial and final year of data, total number of years, as well as the mean, standard deviation, sample size, slope (annual rate of change), probability value, standard error and minimum and maximum value calculated for each species within each locality. This dataset represents an historical baseline of the status of the 13 species in the Gulf of California and can be used to conduct analyses of temporal and spatial trends in herbivorous fish assemblages, considering tropicalization of the interest region due to global change. Moreover, this data will provide key information to stakeholders and managers of protected areas along the gulf and the eastern tropical Pacific region.

5.
Comput Biol Med ; 115: 103488, 2019 12.
Article in English | MEDLINE | ID: mdl-31634699

ABSTRACT

Many studies have been published on a variety of clinical applications of artificial intelligence (AI) for sepsis, while there is no overview of the literature. The aim of this review is to give an overview of the literature and thereby identify knowledge gaps and prioritize areas with high priority for further research. A literature search was conducted in PubMed from inception to February 2019. Search terms related to AI were combined with terms regarding sepsis. Articles were included when they reported an area under the receiver operator characteristics curve (AUROC) as outcome measure. Fifteen articles on diagnosis of sepsis with AI models were included. The best performing model reached an AUROC of 0.97. There were also seven articles on prognosis, predicting mortality over time with an AUROC of up to 0.895. Finally, there were three articles on assistance of treatment of sepsis, where the use of AI was associated with the lowest mortality rates. Of the articles, twenty-two were judged to be at high risk of bias or had major concerns regarding applicability. This was mostly because predictor variables in these models, such as blood pressure, were also part of the definition of sepsis, which led to overestimation of the performance. We conclude that AI models have great potential for improving early identification of patients who may benefit from administration of antibiotics. Current AI prediction models to diagnose sepsis are at major risks of bias when the diagnosis criteria are part of the predictor variables in the model. Furthermore, generalizability of these models is poor due to overfitting and a lack of standardized protocols for the construction and validation of the models. Until these problems have been resolved, a large gap remains between the creation of an AI algorithm and its implementation in clinical practice.


Subject(s)
Anti-Bacterial Agents/therapeutic use , Machine Learning , Models, Biological , Sepsis , Humans , Sepsis/diagnosis , Sepsis/drug therapy
8.
S Afr Med J ; 97(10): 959-62, 2007 Oct.
Article in English | MEDLINE | ID: mdl-18000579

ABSTRACT

BACKGROUND: Myasthenia gravis (MG) is a treatable autoimmune disease characterised by fatiguable weakness of skeletal muscles. More than 85% of MG patients have antibodies to the acetylcholine receptor (AChR) at the neuromuscular junction or are seropositive for MG (SPMG). In the developed world the incidence of MG has increased, particularly among older individuals, but no epidemiological studies have been done on SPMG in Africa. OBJECTIVES: To determine the annual incidence rate (IR) of SPMG in the Cape Town (CT) municipality, and the crude annual IR of SPMG for the whole of South Africa (SA). METHODS: Positive AChR antibody tests were identified between 1 January 2003 and 1 January 2005 for patients living in CT, and the age- and sex-specific incidences were calculated. To determine the national crude annual IR over the same period, positive assays were identified from the laboratories that process AChR assays for SA. National Census 2001 population statistics formed the denominators. RESULTS: There were 65 positive assays in CT, and 230 nationwide. Based on these figures the annual IR for CT was 11.2 per million per year (95% confidence interval (CI) 8.7 - 14.3), and for South Africa 2.6 per million/year (95% CI 2.2 - 2.9). After a questionnaire response from CT neurologists regarding the routine use of the AChR antibody assay, the annual IR for CT was adjusted to 12.6 per million (95% CI 9.9 - 15.9) to incorporate those presumed to have SPMG without a confirmatory test. In CT, the IR in females was 15.3 per million/year (95% CI 11.2 - 20.4), and in males, 6.8 per million/year (95% CI 4.1 - 10.7). The CT IRs for blacks, coloureds and whites were not statistically different after adjusting for age and gender. The IR of SPMG in CT was 6 times greater in those presenting after the age of 50 years than in those with earlier disease onset (95% CI 3.7 - 9.7). CONCLUSIONS: The annual IR of SPMG in CT is much the same as rates recorded recently in other developed countries, but the rest of SA has a much lower IR. A preponderance of MG starting after the age of 50 years reflects a worldwide trend, although the CT data showed a relatively lower-than-expected incidence for older males. IRs for SPMG vary widely in different regions in SA; this is likely to be related to differences in regional health care delivery, and underdiagnosis.


Subject(s)
Autoantibodies/blood , Myasthenia Gravis/epidemiology , Receptors, Cholinergic/immunology , Female , Humans , Incidence , Male , Middle Aged , Myasthenia Gravis/blood , Myasthenia Gravis/diagnosis , South Africa/epidemiology
9.
S Afr Med J ; 91(9): 760-5, 2001 Sep.
Article in English | MEDLINE | ID: mdl-11680326

ABSTRACT

BACKGROUND: The incidence of latex allergy is increasing worldwide but there is very little information available on the clinical outcome for affected individuals. OBJECTIVE: To determine the prevalence of latex allergy at Groote Schuur Hospital, a large teaching hospital in Cape Town, and to study the outcome for affected individuals. METHOD: Using a questionnaire, we screened 2,316 hospital workers for the presence of work-related symptoms. Workers who were symptomatic had Immunocap RAST (CAP RAST) or skin-prick tests to confirm latex sensitivity. Latex-avoidance measures were implemented in positive subjects. One hundred symptomatic, sensitised individuals were followed up 3 months after intervention to assess their clinical status. A further cohort of 25 individuals with ongoing nasal symptoms were studied in detail. RESULTS: Latex sensitisation was confirmed in 182 of 717 symptomatic workers (25.3%). Sensitised symptomatic workers were significantly more likely to have had a previous history of urticaria (P = < 0.001), oral allergy syndrome (P = < 0.001), or allergic conjunctivitis (P = 0.001), but not hay fever, perennial rhinitis, eczema or insect allergies. Latex sensitisation occurred among all classes of health care workers. Ocular and cutaneous symptoms were significantly associated with positive latex sensitisation (P = < 0.001). After latex intervention, ocular symptoms (P = < 0.001), skin rashes (P = < 0.001) and wheezing (P = 0.001) reduced significantly. Nasal symptoms did not improve. Undiagnosed and untreated underlying allergies to common aero-allergens were present in the majority of latex-sensitised patients with ongoing nasal symptomatology. CONCLUSION: The prevalence of symptomatic sensitisation to latex allergy at Groote Schuur Hospital is between 9.2 and 11.2%. Ocular and cutaneous symptoms are the most prevalent in sensitised workers, and unlike nasal symptoms are significantly reduced when latex-avoidance measures are introduced. Ongoing nasal symptoms after intervention is instituted are probably due to other allergic sensitivities in latex-sensitised health care workers.


Subject(s)
Latex Hypersensitivity/epidemiology , Personnel, Hospital , Humans , Latex Hypersensitivity/diagnosis , Latex Hypersensitivity/physiopathology , Prevalence , Skin Tests , South Africa/epidemiology , Surveys and Questionnaires
10.
Clin Exp Allergy ; 26(10): 1131-41, 1996 Oct.
Article in English | MEDLINE | ID: mdl-8911698

ABSTRACT

BACKGROUND: Measurement of markers of eosinophil activation in asthmatics provides information indicative of ongoing inflammatory processes in the airways. OBJECTIVES: This study was conducted to determine the correlations between serum markers of allergic inflammation with spirometry parameters in asthmatic children in different treatment groups. METHODS: Blood eosinophils, serum levels of eosinophil cationic protein (ECP), eosinophil protein X (EPX), myeloperoxidase (MPO) and tryptase were measured simultaneously with serial measurements of FEV1/FVC, FEF25-75 and FEF in 60 children with acute asthma on admission and after 2, 14, 30 and 60 days. Group A received bronchodilators only (n = 20), group B received sodium cromoglycate (SCG) (n = 20) and group C received oral and/or inhaled corticosteroids (n = 20). RESULTS: Oral steroid treatment (2 mg/kg/day), given at the onset of the asthma attack, resulted in significant reduction in the ECP and EPX levels in all the children. However, these reduced ECP and EPX levels were not sustained in the children, even in those who continued on maintenance steroid treatment. Significant, but inconsistent, correlations between ECP, EPX with total eosinophil count, Percentage eosinophils and spirometry parameters were observed at the different time-points. Tryptase levels were normal in all subjects. There were no significant correlations between myeloperoxidase levels and the spirometry parameters or eosinophil parameters. Serial monitoring of ECP and EPX levels was found to be of some use in predicting clinical outcome in certain steroid-dependent asthmatics (group C) but of no value in the mild asthmatics (group A). CONCLUSION: While elevation of ECP, EPX and MPO in the serum of childhood asthmatics suggests ongoing inflammation and may inversely correlate with spirometry parameters in some patients, the relationship between these markers and airway function is not a simple one.


Subject(s)
Asthma/drug therapy , Asthma/physiopathology , Blood Proteins/analysis , Granulocytes/immunology , Ribonucleases , Spirometry , Adolescent , Animals , Antigens, Dermatophagoides , Biomarkers/analysis , Child , Child, Preschool , Chymases , Eosinophil Granule Proteins , Eosinophil-Derived Neurotoxin , Female , Glycoproteins/immunology , Humans , Inflammation Mediators/analysis , Male , Mites/immunology , Peroxidase/blood , Serine Endopeptidases/blood , Tryptases
11.
Cancer ; 85(8): 1664-9, 1999 Apr 15.
Article in English | MEDLINE | ID: mdl-10223558

ABSTRACT

BACKGROUND: Hyperproliferation of the colorectal mucosa is regarded as an early step in colorectal carcinogenesis. Deoxycholic acid, a secondary bile acid, stimulates colorectal epithelial proliferation in animals and is considered a tumor promoter in human colorectal carcinogenesis. The aim of this study was to investigate the correlation between colorectal mucosal proliferation and the serum deoxycholic acid level. METHODS: From each of 19 patients (10 men and 9 women) with (n = 3) or without (n = 16) colorectal adenoma, 18 biopsy specimens were obtained by colonoscopy, 3 from each of the 6 colonic segments. A crude nuclei fraction was prepared, and DNA was stained by propidium iodide to determine the proliferative index (the percentage of cells in the S and G2/M phases of the cell cycle) by flow cytometry. Serum levels of deoxycholic acid were determined by gas-liquid chromatography. RESULTS: The colonic proliferation rates (median of the values obtained in all segments, 14.1%; range, 10.0-18.7%) and the fasting serum deoxycholic acid levels (median, 0.86 micromol/L; range, 0.28-1.58 micromol/L) showed a significant correlation (r = 0.51, P = 0.03). Serum lithocholic, cholic, chenodeoxycholic, and ursodeoxycholic acid levels were not correlated with the proliferation rates. CONCLUSIONS: Levels of deoxycholic acid in serum are correlated with the rates of the colorectal mucosa. These results are consistent with the concept that deoxycholic acid promotes colorectal carcinogenesis.


Subject(s)
Adenoma/pathology , Carcinogens/analysis , Colon/cytology , Colonic Neoplasms/pathology , Deoxycholic Acid/blood , Intestinal Mucosa/cytology , Adenoma/blood , Adult , Bile Acids and Salts/blood , Biomarkers , Cell Division , Colon/pathology , Colonic Neoplasms/blood , Colonoscopy , Female , Humans , Intestinal Mucosa/pathology , Male , Mitotic Index
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