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"en": "Abstract Background The burden of atrial fibrillation (AF) in the intensive care unit (ICU) remains heavy. Glycaemic control is important in the AF management. Glycaemic variability (GV), an emerging marker of glycaemic control, is associated with unfavourable prognosis, and abnormal GV is prevalent in ICUs. However, the impact of GV on the prognosis of AF patients in the ICU remains uncertain. This study aimed to evaluate the relationship between GV and all-cause mortality after ICU admission at short-, medium-, and long-term intervals in AF patients. Methods Data was obtained from the Medical Information Mart for Intensive Care IV 3.0 database, with admissions (2008–2019) as primary analysis cohort and admissions (2020–2022) as external validation cohort. Multivariate Cox proportional hazards models, and restricted cubic spline analyses were used to assess the associations between GV and mortality outcomes. Subsequently, GV and other clinical features were used to construct machine learning (ML) prediction models for 30-day all-cause mortality after ICU admission. Results The primary analysis cohort included 8989 AF patients (age 76.5 [67.7–84.3] years; 57.8% male), while the external validation cohort included 837 AF patients (age 72.9 [65.3–80.2] years; 67.4% male). Multivariate Cox proportional hazards models revealed that higher GV quartiles were associated with higher risk of 30-day (Q3: HR 1.19, 95%CI 1.04–1.37; Q4: HR 1.33, 95%CI 1.16–1.52), 90-day (Q3: HR 1.25, 95%CI 1.11–1.40; Q4: HR 1.34, 95%CI 1.29–1.50), and 360-day (Q3: HR 1.21, 95%CI 1.09–1.33; Q4: HR 1.33, 95%CI 1.20–1.47) all-cause mortality, compared with lowest GV quartile. Moreover, our data suggests that GV needs to be contained within 20.0%. Among all ML models, light gradient boosting machine had the best performance (internal validation: AUC [0.780], G-mean [0.551], F1-score [0.533]; external validation: AUC [0.788], G-mean [0.578], F1-score [0.568]). Conclusion GV is a significant predictor of ICU short-term, mid-term, and long-term all-cause mortality in patients with AF (the potential risk stratification threshold is 20.0%). ML models incorporating GV demonstrated high efficiency in predicting short-term mortality and GV was ranked anterior in importance. These findings underscore the potential of GV as a valuable biomarker in guiding clinical decisions and improving patient outcomes in this high-risk population."
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In case respondents moved and had, for example, a garden pond on both addresses, they were asked to pick the postal code of the address where they had lived the longest or the one they could tell the most about. The introductory text of the questionnaire was phrased neutrally and did not mention exotic species, diseases or other issues. We did so to reduce the risk of social-desirability bias. The respondents who indicated that they had a garden pond, a terrarium or an aquarium were led through a series of questions about fish, amphibians and water plants in compartment B of the survey. If a respondent indicated that a species group was present in their pond, terrarium, or aquarium, they were asked how they acquired that species and additionally, if they had ever removed any species from its confinement. Multiple answers were possible for both obtainment and removal. If no appropriate answer was on the list, respondents could describe an additional answer. In case the options “collected/caught in nature” and/or “released/dumped in nature” were picked, the respondents were asked if they could pinpoint the location(s) on a map (that worked with OpenStreetMap). They could enter up to ten locations. For each location, they were asked what species they collected or released. Participants who translocated species but could not pinpoint any locations were asked to list all species at once. Species were only taken into account if it was clear what type of animal or plant was described. Full species names were not a necessity, but vague descriptions such as “oxygen plant” were counted as “unknown”. Participants who translocated animals or plants were asked how many times they had done so. Sufficient instructions were supplied to explain that, for this question, it did not matter where and how many individuals were caught or released each time. The respondents were also asked to formulate the most important reason for collecting or releasing plants and animals. In case respondents indicated that they transferred species from inside (terrarium or aquarium) to outside (pond) or vice versa when asked about the acquirement and removal of species, they were asked to list the species they had moved. These questions could be answered twice, once for the pond and once for the aquarium or terrarium regarding fish and amphibians. In such cases, information about what species were moved was combined. Terrarium or aquarium owners were not specifically asked about translocating plants to, and especially from, aquariums or terrariums because our main focus was on garden ponds and to prevent the survey from becoming too long, yet participants were able to note down which plants they moved from their pond to their aquarium or terrarium and vice versa as part of the questions concerning garden ponds. No questions were asked about hypothetical scenarios as we were only interested in what translocations had already happened and why, and not in uncertain future behavior of garden pond owners. Here we archive an anonymized version of the resulting datasets. Postal codes, longitudinal and latitudinal data, and additional comments provided by the respondents at the end of the survey were removed to anonymize the dataset. Those questions remain, but the cells are empty. We have provided a csv file with a side-by-side translation of the survey questions and the answers to multiple choice questions in the dataset. Please see ESM_2 for the original survey and ESM_3 of Prins et al. (provisionally accepted) for a translated version including conditional rules. Respondents could formulate their own answer when they picked other as an answer to the multiple choice questions about how they acquired plants or animals and the questions about what they did with plants and animals when removed from their enclosures. We categorized these additional answer by adding an extra column named Andere categorieën (Other categories). In here, we wrote down to what category the additional answers belonged. That could be the extra category Spontaan (Spontaneous) that we added for the questions about how plants and animals were acquired, Overig (Other) or one of the three overarching categories: Gekocht (Bought), Gehad (Received as gift), and weggegeven (Given away). Additional answers that only added explanation to one of the picked answer options, were not sorted into new or overarching categories. The answers to the motivation questions were categorized as well. We did this by adding an extra column named Categorie (Category) and noting down to what category (or categories) the answers belonged. We created seven motivation categories for the collection of plants and animals and three for their removal. See the table below for a translation of each category. Motivations for collecting water plants and animals form nature Categorie Category Leven Ecosystem functioning Esthetiek Aesthetic preferences Kosten Expenses and availability Dierenleed Animal suffering Soortbescherming Species preservation Educatie Education Overig Other Motivations for releasing water plants and animals in nature after removing them from a garden pond Categorie Category Overlast Overcrowding and hinder Verblijf Enclosure Overig Other This archive contains 3 files: Side_by_side_translation.csv provides English translations of all questions in our Dutch questionnaire in 2023. results-survey-anonymized.csv contains the anonymized answers by the respondents in 2023. Response IDs have been shuffled and no longer indicate the chronological order of the responses. 2023_translocations_with_distance_anonymized.csv contains the calculated distances between the postal code of the garden pond and natural area where species were collected or released. The responseIDs match with those in the previous file."
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