Spatiotemporal distribution of leptospirosis in Thailand (2007–2022).

Spatiotemporal distribution of leptospirosis in Thailand (2007–2022).

<p><b>(a)</b> Regional trends in annual incidence rates per 100,000 population across Thailand’s five major regions, showing distinct temporal patterns. <b>(b)</b> Geographic distribution of median incidence rates by province, with darker orange indicating higher rates...

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מידע ביבליוגרפי
מחבר ראשי:	Pikkanet Suttirat (13567965) (author)
מחברים אחרים:	Sudarat Chadsuthi (3738406) (author), Charin Modchang (3738409) (author), Joacim Rocklöv (296647) (author)
יצא לאור:	2025
נושאים:	Ecology Science Policy Environmental Sciences not elsewhere classified Biological Sciences not elsewhere classified shapley additive explanation median incidence rate 878 &# 8211 861 &# 8211 2020 &# 8211 low risk based specific climatic variables model &# 8217 predicting leptospirosis risk model performance declined leptospirosis risk predictive performance integrating climatic testing periods targeted interventions study develops study demonstrates strongest predictors provincial level potential underreporting machine learning household size driving outbreaks complex mix complex interplay classify provinces agricultural features
תגים:	הוספת תג אין תגיות, היה/י הראשונ/ה לתייג את הרשומה!

פריטים דומים

Variables/Features used to identify leptospirosis risk from XGBoost and their description.
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

Temporal and spatial evaluation of XGBoost model predictions across Thai provinces (2007–2022).
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

Model performance evaluation across pre-pandemic, pandemic, and post-pandemic periods.
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

XGBoost model performance metrics and SHAP-based feature importance analysis.
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

SHAP analysis of the top 10 predictive features, ranked by mean absolute SHAP values.
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

Receiver operating characteristic (ROC) curves with area under the curve (AUC) values comparing model discrimination ability across three periods: pre-pandemic (2018–2019), pandemic (2020–2021), and post-pandemic (2022).
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

Temporal distribution of predicted high-risk provinces across pandemic periods.
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

Hierarchically clustered correlation matrix of predictive features.
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

Threshold sensitivity analysis of model performance on test data (2018–2019).
מאת: Pikkanet Suttirat (13567965)
יצא לאור: (2025)

Total cases per municipality for the period 2007–2023 (a), and average Standardized Incidence Ratio (SIR) of leptospirosis per municipality for the same period (b).
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Monthly time series of leptospirosis cases from 2007 to 2023 for the entire country. The blue lines indicate the months with the highest number of cases, which occurred in October 2007 (a), July 2009 (b), November 2010 (c), and October 2011 (d).
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Model goodness of fit results for models of ELISA-positive leptospirosis cases per week reported in Fiji from 2007 to 2017.
מאת: Eleanor M. Rees (12867759)
יצא לאור: (2023)

Model posterior estimates for models of ELISA-positive leptospirosis cases per week reported in Fiji from 2007 to 2017 by division.
מאת: Eleanor M. Rees (12867759)
יצא לאור: (2023)

Parameter estimates for explanatory variables for models of ELISA-positive leptospirosis cases per week reported in Fiji from 2007 to 2017 for all divisions (black) and separately by division.
מאת: Eleanor M. Rees (12867759)
יצא לאור: (2023)

Directed Acyclic Graph (DAG) with the hypothesized causal relationships between the episodes of El Niño and La Niña (exposure variable) and the excess cases of leptospirosis (outcome variable).
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Robustness tests to evaluate the estimate of the effect on excess leptospirosis cases for the three scenarios analyzed. Statistical significance is shown in parentheses (p-value); a p-value < 0.05 indicates the presence of remaining bias in the estimate; p-values < 0.05 are shown in bold.
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Episodes of the ENSO cycle according to the National Oceanic and Atmospheric Administration (NOAA), the Tokyo Climate Center (TCC), the Meteorological Office of the Australian Government (MOAG), and the Institute of Hydrology, Meteorology and Environmental Studies of Colombia (IDEAM), between 2007 and 2023.
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Flow chart of participants in leptospirosis serological survey.
מאת: Paul Le Turnier (7829654)
יצא לאור: (2025)

Environmental risk factors for leptospirosis.
מאת: Mwanajaa Abdalla Mwachui (797083)
יצא לאור: (2015)

Leptospirosis in Campinas, São Paulo, Brazil: 2007-2014
מאת: Jackeline Monsalve Lara (6545234)
יצא לאור: (2019)

Atmospheric and oceanic indices included as potential confounders.
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Conditional Average Treatment Effect (CATE) on temperature in sea surface temperature in El Niño region 1-2 (SST12), for the three scenarios analyzed in the study: (a) Neutral vs. La Niña, (b) Neutral vs. El Niño, (c) El Niño vs. La Niña.
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Average Treatment Effect (ATE) for the different scenarios analyzed.
מאת: Juan David Gutiérrez (6511763)
יצא לאור: (2025)

Annual and seasonal spatiotemporal patterns of leptospirosis incidence in Sichuan, China.
מאת: Karina Cucchi (8190801)
יצא לאור: (2019)

Sampling and Enrollment Diagram for the Leptospirosis Serosurvey in USVI, March 2019.
מאת: Aileen Artus (14124087)
יצא לאור: (2022)

Environmental and Behavioural Determinants of Leptospirosis Transmission: A Systematic Review
מאת: Mwanajaa Abdalla Mwachui (797083)
יצא לאור: (2015)

Demographic and Travel Characteristics of Leptospirosis Serosurvey Participants in USVI by Serology Result, March 2019.
מאת: Aileen Artus (14124087)
יצא לאור: (2022)

Distribution of collected samples and seropositive results by census block in the USVI leptospirosis serosurvey, March 2019.
מאת: Aileen Artus (14124087)
יצא לאור: (2022)

Predictive risk mapping of an environmentally-driven infectious disease using spatial Bayesian networks: A case study of leptospirosis in Fiji
מאת: Helen J. Mayfield (5847995)
יצא לאור: (2018)

Leptospirosis extended data files
מאת: Sandeep Moola (8914589)
יצא לאור: (2021)

Household and Individual Exposures and Risk Factors of Leptospirosis Serosurvey Participants in USVI by Serology Result, March 2019.
מאת: Aileen Artus (14124087)
יצא לאור: (2022)

Logistic regression analysis of rodent-related and environmental risk factors for severe leptospirosis and scoring system.
מאת: Federico Costa (569693)
יצא לאור: (2021)

Predictive risk mapping of an environmentally-driven infectious disease using spatial Bayesian networks: A case study of leptospirosis in Fiji - Fig 8
מאת: Helen J. Mayfield (5847995)
יצא לאור: (2018)

Predictive risk mapping of an environmentally-driven infectious disease using spatial Bayesian networks: A case study of leptospirosis in Fiji - Fig 7
מאת: Helen J. Mayfield (5847995)
יצא לאור: (2018)

Predictive risk mapping of an environmentally-driven infectious disease using spatial Bayesian networks: A case study of leptospirosis in Fiji - Fig 6
מאת: Helen J. Mayfield (5847995)
יצא לאור: (2018)

Predictive risk mapping of an environmentally-driven infectious disease using spatial Bayesian networks: A case study of leptospirosis in Fiji - Fig 5
מאת: Helen J. Mayfield (5847995)
יצא לאור: (2018)

Rodent-related and environmental risk factors for severe leptospirosis among 95 case and 184 control households in Salvador, Brazil.
מאת: Federico Costa (569693)
יצא לאור: (2021)

Summary of the advantages and disadvantages of fitting a climate-driven statistical model to weekly and monthly surveillance data.
מאת: Eleanor M. Rees (12867759)
יצא לאור: (2023)

Definition of precipitation indicators defined and adapted from the Expert Team on Climate Change Detection and Indices [38].
מאת: Eleanor M. Rees (12867759)
יצא לאור: (2023)

Fig 1 -
מאת: Eleanor M. Rees (12867759)
יצא לאור: (2023)