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Evaluation Of Computed Tomography Scoring Systems In The Prediction Of Short-term Mortality In Traumatic Brain Injury Patients From A Low- To Middle-income Country Pmc

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Outcome Prediction Of Computed Tomography Scores Associated With Clinical Data

In simple terms, the maximum odds for each round are random and unpredictable. Variables were selected based on the predictive models previously described in the literature as well as the information needed to calculate the scores obtained from the admission CT. The clinical data evaluated were sex, age, GCS, assessment of pupil response, and presence of hypoxia, hypotension, and hemoglobin values also referring to the admission to the service.

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Further, TUSZ has less than 1 hour of pruned segments and various epoch lengths (minutes to hours) across patients in the Siena Scalp EEG dataset. The other exception is the CHB‐MIT dataset with 1‐hour length except for six patients, and occasional shorter segment lengths. The other datasets had a majority of segments with identical length, with the shortest being 1‐second segments in Kaggle UPenn dataset and the longest segments of 10 minutes in both of the Kaggle seizure prediction datasets. Demographics of the main study cohort—Computed tomography-positive patients divided into patients with favorable outcome (Glasgow Outcome Scale—Extended 5–8) and unfavorable outcome (Glasgow Outcome Scale—Extended 1–4). The normality of distribution of the biomarker levels was assessed with the Kolmogorov–Smirnov test and by visually inspecting histograms.

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  • Segment information including temporal properties, number, and total recorded segments of the datasets and its sampling frequency.

The findings of the datasets summarized above enable both clinicians and ML researchers to make an informed decision about the algorithm and model based on the task. This section explains how the characteristics of the current datasets might impact the algorithms and models proposed by clinicians and ML researchers. Based on Table 4, none of the continuous data, short‐ or long‐term, underwent major preprocessing, except for the different segmentation strategies. Datasets with random segmentation have unique preprocessing steps.

Table 8

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All authors substantially contributed to the revision of the manuscript. All patients were treated according to the local protocols based on existing international guidelines and recommendations at that time (24). Site aviatorgamebet.com is not related to any of the casinos or betting sites advertised on our site.

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Review studies on seizure detection and prediction were also reviewed to search for publicly available datasets that we might have potentially missed. 14 , 18 , 19

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Hence, clinicians and scientists interested in total seizure duration would have to extract the information from the seizure segments. In practice, prediction and detection algorithms will still need to handle variable‐length seizures. While some datasets included information on the type of seizures, we did not include the type of seizures that are present in each of the datasets. Information on the type of seizures is included in each patient’s description and stored in a nonstandard structure for each dataset, which is time‐consuming to manually extract. However, researchers who are interested in developing algorithms that are specific to seizure type can use Table 6 as a guide to select datasets with information on seizure type.

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  • Review studies on seizure detection and prediction were also reviewed to search for publicly available datasets that we might have potentially missed.
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The patients/participants provided their written informed consent to participate in this study. The first round of the head CT scan review included reviews by RR and JP. The inter-rater reliability was assessed with Cohen’s kappa statistic. The overall inter-rater reliability between the three reviewers was assessed with the intraclass correlation coefficient (two-way mixed-effects).

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Segment information including temporal properties, number, and total recorded segments of the datasets and its sampling frequency. A short description of preprocessing steps undergone by the publicly available datasets and its application. The studies involving human participants were reviewed and approved by the ethical review board of the Hospital District of Southwest Finland.

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Another limitation is the discrepancy in the unit of measurement provided for some of the characteristics across the datasets, such as the use of a number of “seizure segments” or “seizure events” depending on the datasets. This might cause confusion when comparing the datasets since some might consider seizure segments and seizure events as the same definition. Some of the scalp datasets include other channels that we were not able to deduce due to unrecognizable names and a lack of information in the documentation and studies. It should also be noted that dataset like Siena Scalp EEG contains other signals such as oxygen saturation (SPO2) containing values of 0.