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        <datestamp>2026-09-19T11:39:46Z</datestamp>
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          <dc:title>Bladder and prostate cancer burden in Asia, 1990–2023 (GBD 2023)</dc:title>
          <dc:creator>hongwei xu (25075432)</dc:creator>
          <dc:subject>Major global burdens of disease</dc:subject>
          <dc:subject>Nephrology and urology</dc:subject>
          <dc:subject>Solid tumours</dc:subject>
          <dc:subject>bladder cancer</dc:subject>
          <dc:subject>prostate cancer</dc:subject>
          <dc:subject>Global Burden of Disease</dc:subject>
          <dc:subject>spatial epidemiology</dc:subject>
          <dc:subject>bivariate Moran's I</dc:subject>
          <dc:subject>health inequality</dc:subject>
          <dc:subject>Human Development Index</dc:subject>
          <dc:subject>mortality-to-incidence ratio</dc:subject>
          <dc:subject>convergence</dc:subject>
          <dc:subject>ecological analysis</dc:subject>
          <dc:subject>Asia</dc:subject>
          <dc:subject>reproducibility</dc:subject>
          <dc:description>&lt;pre&gt;&lt;pre&gt;This deposit contains the analysis code, the analysis-ready input data and all&lt;br&gt;derived output tables and figures underlying the study "Co-occurring burden and&lt;br&gt;divergent socioeconomic gradients of bladder and prostate cancer in 49 Asian&lt;br&gt;countries and territories, 1990-2023: an ecological analysis of the Global Burden&lt;br&gt;of Disease Study 2023".&lt;br&gt;&lt;br&gt;What the study does. Using the Global Burden of Disease Study 2023 estimates for&lt;br&gt;adults aged 20 years and older, it asks whether bladder cancer and prostate cancer&lt;br&gt;are concentrated in the same countries, whether their burden follows the same&lt;br&gt;socioeconomic gradient, and whether the two are converging in burden over time.&lt;br&gt;The analyses cover bivariate spatial co-occurrence with a local cluster typology,&lt;br&gt;quadratic regression of burden on the Human Development Index with Fieller turning&lt;br&gt;points and between-within decomposition, the mortality-to-incidence ratio as an&lt;br&gt;accessibility proxy, sigma and beta convergence, and classification of the risk&lt;br&gt;factors shared by the two cancers.&lt;br&gt;&lt;br&gt;Contents&lt;br&gt;- code/ - nine Python scripts: eight analysis scripts, run in file-name order&lt;br&gt;  (quadratic HDI regression with Fieller turning points and between-within&lt;br&gt;  decomposition; rolling-origin out-of-sample validation of five forecasting&lt;br&gt;  models at 1- and 5-year horizons with projection to 2053; univariate and&lt;br&gt;  bivariate Moran's I under three spatial weight matrices with local bivariate&lt;br&gt;  LISA typology; mortality-to-incidence ratio and sigma/beta convergence; shared&lt;br&gt;  risk-factor classification; shared-exposure index; figure scripts), plus a&lt;br&gt;  helper that downloads the Natural Earth boundary layers if boundaries/ is&lt;br&gt;  empty. Every script resolves its paths relative to the deposit root and can be&lt;br&gt;  run from any location.&lt;br&gt;- analysis_ready_inputs/ - the input data read by the scripts: age-standardized&lt;br&gt;  rates and counts for bladder and prostate cancer, adults aged 20 years and older,&lt;br&gt;  1990-2023, aggregated to the 49-country and territory panel from the GBD 2023&lt;br&gt;  results-tool downloads; the Human Development Index series; risk-factor rate&lt;br&gt;  ratios; country boundary layers.&lt;br&gt;- boundaries/ - Natural Earth country boundaries (GeoJSON).&lt;br&gt;- outputs/tables/ - the 23 derived tables (T1-T8) and the full analysis logs.&lt;br&gt;- outputs/figures/ - the derived figures, in PNG and, where generated by&lt;br&gt;  matplotlib, in PDF.&lt;br&gt;&lt;br&gt;Reproducibility. Running the analysis scripts in file-name order regenerates every&lt;br&gt;file in outputs/tables/ and outputs/figures/ with identical content each time.&lt;br&gt;Permutation-based inference uses a fixed random seed (20260917), so the reported&lt;br&gt;standard deviates and p-values of the Moran statistics are exactly reproducible.&lt;br&gt;A README documents the software environment and the known caveats.&lt;br&gt;&lt;br&gt;Sources and attribution. GBD 2023 estimates were made available by the Institute&lt;br&gt;for Health Metrics and Evaluation (https://ghdx.healthdata.org/gbd-2023); Human&lt;br&gt;Development Index data by the United Nations Development Programme&lt;br&gt;(https://hdr.undp.org); boundary data by Natural Earth (public domain). Users of&lt;br&gt;this deposit should cite the GBD 2023 study and comply with the IHME terms of use.&lt;br&gt;&lt;br&gt;No population attributable fractions are reported in the accompanying article.&lt;br&gt;The risk-factor rate ratios in this deposit are coefficients from country-level&lt;br&gt;ecological regressions, expressed per one percentage point of summary exposure&lt;br&gt;value; they are not relative risks in the individual-level sense.&lt;br&gt;&lt;br&gt;License: CC BY 4.0. Contact: Hongwei Xu, xu198652@outlook.com.&lt;/pre&gt;&lt;/pre&gt;&lt;p&gt;&lt;/p&gt;</dc:description>
          <dc:date>2026-09-19T11:39:46Z</dc:date>
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          <dc:identifier>10.6084/m9.figshare.33942124.v1</dc:identifier>
          <dc:relation>https://figshare.com/articles/dataset/Bladder_and_prostate_cancer_burden_in_Asia_1990_2023_GBD_2023_/33942124</dc:relation>
          <dc:rights>CC BY 4.0</dc:rights>
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