<mets:mets OBJID="eprint_432849" LABEL="Eprints Item" xsi:schemaLocation="http://www.loc.gov/METS/ http://www.loc.gov/standards/mets/mets.xsd http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-3.xsd" xmlns:mets="http://www.loc.gov/METS/" xmlns:mods="http://www.loc.gov/mods/v3" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"><mets:metsHdr CREATEDATE="2021-03-02T18:14:42Z"><mets:agent ROLE="CUSTODIAN" TYPE="ORGANIZATION"><mets:name>ePrints Soton</mets:name></mets:agent></mets:metsHdr><mets:dmdSec ID="DMD_eprint_432849_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:titleInfo><mods:title>How accurate are modelled birth and pregnancy estimates? Comparison of four models using high resolution maternal health census data in southern Mozambique</mods:title></mods:titleInfo><mods:name type="personal"><mods:namePart type="given">Yolisa Prudence</mods:namePart><mods:namePart type="family">Dube</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Corrine W</mods:namePart><mods:namePart type="family">Ruktanonchai</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Charfudin</mods:namePart><mods:namePart type="family">Sacoor</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Andrew</mods:namePart><mods:namePart type="family">Tatem</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Khatia</mods:namePart><mods:namePart type="family">Munguambe</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Helena</mods:namePart><mods:namePart type="family">Boene</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Faustino Carlos</mods:namePart><mods:namePart type="family">Vilanculo</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Esperanca</mods:namePart><mods:namePart type="family">Sevene</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Zoe</mods:namePart><mods:namePart type="family">Matthews</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Peter</mods:namePart><mods:namePart type="family">von Dadelszen</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:name type="personal"><mods:namePart type="given">Prestige T</mods:namePart><mods:namePart type="family">Makanga</mods:namePart><mods:role><mods:roleTerm type="text">author</mods:roleTerm></mods:role></mods:name><mods:abstract>&lt;b&gt;Background&lt;/b&gt; Existence of inequalities in quality and access to healthcare services at subnational levels has been identified despite a decline in maternal and perinatal mortality rates at national levels, leading to the need to investigate such conditions using geographical analysis. The need to assess the accuracy of global demographic distribution datasets at all subnational levels arises from the current emphasis on subnational monitoring of maternal and perinatal health progress, by the new targets stated in the Sustainable Development Goals.&lt;br/&gt;&lt;br/&gt;&lt;b&gt;Methods&lt;/b&gt; The analysis involved comparison of four models generated using Worldpop methods, incorporating region-specific input data, as measured through the Community Level Intervention for Pre-eclampsia (CLIP) project. Normalised root mean square error was used to determine and compare the models’ prediction errors at different administrative unit levels.&lt;br/&gt;&lt;br/&gt;&lt;b&gt;Results&lt;/b&gt; The models’ prediction errors are lower at higher administrative unit levels. All datasets showed the same pattern for both the live birth and pregnancy estimates. The effect of improving spatial resolution and accuracy of input data was more prominent at higher administrative unit levels.&lt;br/&gt;&lt;br/&gt;&lt;b&gt;Conclusion&lt;/b&gt; The validation successfully highlighted the impact of spatial resolution and accuracy of maternal and perinatal health data in modelling estimates of pregnancies and live births. There is a need for more data collection techniques that conduct comprehensive censuses like the CLIP project. It is also imperative for such projects to take advantage of the power of mapping tools at their disposal to fill the gaps in the availability of datasets for populated areas.&lt;br/&gt;This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial.</mods:abstract><mods:originInfo><mods:dateIssued encoding="iso8061">2019-07-01</mods:dateIssued></mods:originInfo><mods:genre>Article</mods:genre></mets:xmlData></mets:mdWrap></mets:dmdSec><mets:amdSec ID="TMD_eprint_432849"><mets:rightsMD ID="rights_eprint_432849_mods"><mets:mdWrap MDTYPE="MODS"><mets:xmlData><mods:useAndReproduction><p xmlns="http://www.w3.org/1999/xhtml"><strong>For work being deposited by its own author or their nominees in the public archive:</strong> In self-archiving this item/collection of files and associated bibliographic metadata, I grant e-Prints Soton the right to store them, to make them available online without charge in accordance with the access setting selected and after the expiry of any embargo period stipulated to make them available publicly. 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