fixes and improvements
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@@ -162,6 +162,9 @@ Among the available methods, temperature-based monitoring, especially when autom
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\subsection{Data Source and Characteristics}\label{subsec:data_background}
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This study is based on a dataset collected from users of the \emph{OvulaRing}~\cite{noauthor_ovularing_nodate},
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an intravaginal wearable sensor developed by VivoSensMedical GmbH, located in Leipzig, Germany~\cite{noauthor_vivosens_nodate}.
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VivoSensMedical is supported by the European Regional Development Fund (EFRE), Saxon State Ministry for Economic Affairs,
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Labour and Transport (SMWA) and the State Ministry of Science and Fine Arts (SMWK) and the City of Leipzig.
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OvulaRing has been financed by the startup grant `EXIST Gründerstipendium` from the Federal Ministry of Economics and Technology.
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The device continuously records intravaginal core body temperature at 5-minute intervals.
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The sensor itself measures approximately 1\,cm $\times$ 1\,cm $\times$ 2\,cm and is embedded in a silicone ring with a diameter of 5\,cm for ease of use.
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It pairs with a smartphone via Bluetooth to synchronize and upload recorded data to a secure database.
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