<?xml version="1.0" encoding="UTF-8"?>
<itemContainer xmlns="http://omeka.org/schemas/omeka-xml/v5" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://omeka.org/schemas/omeka-xml/v5 http://omeka.org/schemas/omeka-xml/v5/omeka-xml-5-0.xsd" uri="https://linen-dog.lnx.warwick.ac.uk/items/browse?output=omeka-xml&amp;page=35&amp;sort_field=Dublin+Core%2CTitle" accessDate="2026-04-06T23:15:25+01:00">
  <miscellaneousContainer>
    <pagination>
      <pageNumber>35</pageNumber>
      <perPage>10</perPage>
      <totalResults>899</totalResults>
    </pagination>
  </miscellaneousContainer>
  <item itemId="218" public="1" featured="0">
    <fileContainer>
      <file fileId="210">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/1001c7d46b4d4e1e036f38f4c892ca2c.pdf</src>
        <authentication>a5d518ac27577b992dc0ab2ae61ca6d9</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="909">
                <text>Graphene Oxide Membranes for Microscopy</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="910">
                <text>Physics </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="911">
                <text>Karishma Gokani </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="912">
                <text>2022</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="623">
        <name>atomic</name>
      </tag>
      <tag tagId="624">
        <name>electron</name>
      </tag>
      <tag tagId="625">
        <name>lego</name>
      </tag>
      <tag tagId="626">
        <name>microscope</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="752" public="1" featured="0">
    <fileContainer>
      <file fileId="775">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/5580d52a95f6a683a72defbb49053d26.pdf</src>
        <authentication>aec933674ccf7912145b9dae788ce3e4</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="3453">
              <text>This project focuses on developing a graphical model learning method for stochastic Ising networks, specifically using data generated by the Glauber dynamics.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="3457">
              <text>Ising Model, Stochastic Process, Graphical Model Learning, Networks, Glauber Dynamics</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3454">
                <text>Akram Bellala</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3455">
                <text>Dr Paul Chleboun</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3456">
                <text>Statistics</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3465">
                <text>Graphical model learning of stochastic Ising networks</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3466">
                <text>2024</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="893" public="1" featured="0">
    <fileContainer>
      <file fileId="904">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/fda6c0888e81d69b51bf6b2195b790e7.pdf</src>
        <authentication>e65b6249078ab8af4068cc0127ca04a7</authentication>
      </file>
    </fileContainer>
    <collection collectionId="3">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="4">
                  <text>Mathematics</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4162">
              <text>Grassmannian, Catalan numbers, Cohomology</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4160">
                <text>Ned Nicholson</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4161">
                <text>Mathematics</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4546">
                <text>Grassmannian Manifolds and Catalan numbers</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4547">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="272" public="1" featured="0">
    <fileContainer>
      <file fileId="264">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/de526c49951a1da4137041b8af08bbb5.pdf</src>
        <authentication>5075d15027f9d147498195087e70312d</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="1126">
                <text>Gravitational Wave Emission from Short Period Binary Stars</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="1127">
                <text>Physics</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="1128">
                <text>Stefano Beni </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="1129">
                <text>2022</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
    <tagContainer>
      <tag tagId="809">
        <name>cataclysmic variables</name>
      </tag>
      <tag tagId="810">
        <name>gravitational pull</name>
      </tag>
      <tag tagId="501">
        <name>stars</name>
      </tag>
      <tag tagId="811">
        <name>white dwarf</name>
      </tag>
    </tagContainer>
  </item>
  <item itemId="803" public="1" featured="0">
    <fileContainer>
      <file fileId="1044">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/92ea65d41daabef114ff8b1d1966bbb4.pdf</src>
        <authentication>493105631245b2b7d284c0c1d4065305</authentication>
      </file>
    </fileContainer>
    <collection collectionId="1">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="1">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="49">
              <name>Subject</name>
              <description>The topic of the resource</description>
              <elementTextContainer>
                <elementText elementTextId="2">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="20">
      <name>Academic Paper</name>
      <description>An academic paper</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="3712">
              <text>Purpose – This study examines the suitability of hard versus soft clustering approaches for customer segmentation across distinct business model types. Specifically, it evaluates whether homogeneous marketing treatment implied by K-means is justified in subscription and singular transaction contexts, and whether Fuzzy C-means (FCM) offers a more appropriate representation of behavioural overlap.  Methodology – Using the RFM (Recency–Frequency–Monetary) framework, the study applies both K-means and FCM to two datasets: the Online Retail dataset (transaction model) and the Customer Churn dataset (subscription model). RFM metrics were adapted for subscription contexts to reflect product interactions rather than discrete purchases. Clustering performance was assessed through the silhouette score (K-means) and fuzzy partition coefficient (FCM), following a consistent CRISP-DM process for data preparation, modelling, and evaluation.  Findings – Results indicate a reversal of theoretical expectations. The subscription dataset exhibited considerable behavioural overlap, with weak cluster separation, challenging the assumption of homogeneous treatment. Conversely, the transaction dataset displayed moderately strong partitions, suggesting that standardisation of product attributes may reduce behavioural heterogeneity. These findings highlight that clustering suitability depends not only on business model type but also on contextual factors such as product standardisation and tier design.  Originality – This study is the first to align the selection of hard versus soft clustering methods with business model typologies and to adapt RFM metrics for subscription contexts. By integrating FCM as a diagnostic tool for testing the validity of homogeneous treatment assumptions, it addresses a critical gap in behavioural segmentation research and provides a practical decision framework for guiding clustering choice.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="3716">
              <text>Customer segmentation, Machine learning, Clustering, Business analytics, Customer behaviour, Business model </text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3713">
                <text>Warwick Business School</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3714">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3729">
                <text>Hard vs. Soft Clustering for RFM Segmentation: A Joint Evaluation of Method Suitability Across Singular Transaction and Subscription  Business Models </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3730">
                <text>Ying Ting Chan</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="956" public="1" featured="0">
    <fileContainer>
      <file fileId="966">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/9cfc38520ececac26c491ed7b3eac094.pdf</src>
        <authentication>ea1c11f6668d0fd74ee634f518f8af16</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="20">
      <name>Academic Paper</name>
      <description>An academic paper</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4510">
              <text>The bio-cementation of sands and other porous media using microbially induced carbonate precipitation (MICP) is of particular interest in various geotechnical applications. The microbial production of carbonates by the breakdown of urea using the urease biochemical pathway results in production of carbonate minerals which means the grains become cemented together giving the material improved compressive strength, shear strength, and stiffness and thus reducing the risk of erosion and failure. The engineering geology and geomicrobiology groups at the British Geological Survey are involved in research into role of bioprecipitation of minerals to mitigate geohazards, which includes work on slope stability, coastal erosion and heritage conservation.   </text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4511">
                <text>Engineering </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4512">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4513">
                <text>British Geological Survey</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4516">
                <text>Harnessing Natural Microbial Communities for Coastal Protection&#13;
</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4517">
                <text>Bio-geoengineering</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4518">
                <text>Finn Sabin</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="1046" public="1" featured="0">
    <fileContainer>
      <file fileId="1049">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/efdc33a1346f5388cb4d0d49ba0c5746.pdf</src>
        <authentication>b8a348bbc25e4ed73c9d3159948594dc</authentication>
      </file>
    </fileContainer>
    <collection collectionId="1">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="1">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="49">
              <name>Subject</name>
              <description>The topic of the resource</description>
              <elementTextContainer>
                <elementText elementTextId="2">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="5093">
              <text>Emerging evidence suggests a significant bidirectional interaction between the gastrointestinal system and the central nervous system, known as the gut–brain axis. This systematic review evaluates whether probiotics can serve as an alternative or adjunctive treatment for clinical depression through modulation of the gut microbiota. Current literature indicates that specific probiotic strains may influence neurotransmitter production, reduce systemic inflammation and improve gut barrier integrity. These mechanisms have been found to be implicated in depressive pathology. While several clinical trials demonstrate modest but promising antidepressant effects, heterogeneity in probiotic formulations, study durations and patient populations limit definitive conclusions. Overall, probiotic therapy represents a potential low-risk intervention with biological plausibility, but further high-quality, standardised trials are needed to determine efficacy, optimal strains and dosage for depressive disorders.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="5096">
              <text>medicine, probiotics, depression, gut-brain axis, antidepressant</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="5092">
                <text>Harnessing The Gut-Brain Axis: Can Probiotics Be Used As An Alternative Treatment In Clinical Depression By Modulating The Gut Microbiota?</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="5094">
                <text>Naeem Ahmed</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="5095">
                <text>Warwick Medical School</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="839" public="1" featured="0">
    <fileContainer>
      <file fileId="858">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/da20cc0f2246166684655bd00c89d58a.pdf</src>
        <authentication>868de787436a1c970e6520cc9ff3d94e</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="20">
      <name>Academic Paper</name>
      <description>An academic paper</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="3949">
              <text>This work aims to use comparative analysis within a specific academic framework to examine the differences in output between nations of comparative political, economic, and social standing to the UK. Additionally to frame things in an interesting way that is conceptually rich I continually use and reference the myth of Heracles by Apollodorus which has many parallels to this policy debate. Conducting analysis in this manner enables significant differences to be identified and discussed at length. Not only discussing the discrepancy but the reasons for them. By identifying the root causes for many of these issues I am able to suggest remedies and a series of changes to enact within Britain that seeks to tackle such challenges posed. In doing so I challenge traditional notions of underfunding and seek to reason that it is due to centralised control, ineffective doctrines, and poor policy that many of the issues within the NHS exist. I routinely reference the work of intellectuals such as Julian Le Grand, Friedrich Hayek, and Von Neumann to come to these conclusions and to intellectually frame these points. Ultimately I seek to extend the boundaries of debate and offer a coherent explanation for failure and strong rationale for reform.</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3951">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3952">
                <text>Hugh E Vernon</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3963">
                <text>Hauling the Cattle Back to Mycenae Freedom&#13;
</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3964">
                <text>Hugh E Vernon</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3965">
                <text>NHS Performance and Reform: Competition, and Health Policy in Britain - A Comparative Analysis of Healthcare Systems in the Developed</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="964" public="1" featured="0">
    <fileContainer>
      <file fileId="974">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/e39dd700fd0c40f785a9759f7c3bb3ff.png</src>
        <authentication>9f4f9a53e957a810a0980936a3e11578</authentication>
      </file>
    </fileContainer>
    <collection collectionId="1">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="1">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="49">
              <name>Subject</name>
              <description>The topic of the resource</description>
              <elementTextContainer>
                <elementText elementTextId="2">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="6">
      <name>Image</name>
      <description>A static visual representation. Examples include paintings, drawings, graphic designs, plans and maps. Recommended best practice is to assign the type Text to images of textual materials.</description>
      <elementContainer>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4585">
              <text>LGBTQUIA+, Passing, Social Acceptance , Discrimination, Gender , Identity , Sexual Orientation</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4584">
                <text>Hidden In Plain Sight: An intersectional analysis of the use of passing amongst LGBTQUIA+ populations to mitigate discrimination within peer group settings</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4586">
                <text>Adam Allen</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4587">
                <text>Sociology </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4588">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="837" public="1" featured="0">
    <fileContainer>
      <file fileId="855">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/1d9bc6ed7a42b2098c402b5e2e1236b9.pdf</src>
        <authentication>b2da2219a5e0e09860cef3d310327603</authentication>
      </file>
    </fileContainer>
    <collection collectionId="1">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="1">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="49">
              <name>Subject</name>
              <description>The topic of the resource</description>
              <elementTextContainer>
                <elementText elementTextId="2">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="20">
      <name>Academic Paper</name>
      <description>An academic paper</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="3932">
              <text>This paper evaluates the forecasting performance of various econometric and machine learning approaches for predicting UK headline Consumer Price Index (CPI) inflation. Following the methodology of Stock and Watson (2007), I conduct pseudo-out-of-sample forecasts over multiple horizons (1, 2, and 4 quarters) using a comprehensive set of macroeconomic activity variables. My econometric models include Vector Autoregression (VAR), Vector Error Correction Models (VECM), and traditional benchmarks such as rolling IMA(1,1) and autoregressive models. Machine learning methods encompass Random Forest, XGBoost, Support Vector Regression, and Kernel Ridge Regression algorithms, implemented following the nonlinear framework of Coulombe et al. (2020). To address model uncertainty, I im- plement a hierarchical model combination framework using predictive performance- based weighting schemes that adapt through rolling re-estimation. Results indicate that while traditional econometric benchmarks remain competitive, particularly the rolling IMA(1,1) model, Random Forest demonstrates consistent and statistically significant improvements across all forecast horizons. The VECM approach shows horizon-dependent performance, improving from substantial underperformance at short horizons to near-parity at longer horizons. My findings contribute to under- standing inflation dynamics in the UK context and demonstrate the importance of algorithm selection in machine learning applications to macroeconomic forecasting.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="3936">
              <text>Machine Learning, Data Science, Economics, Econometrics, Artificial Intelligence</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3933">
                <text>Economics </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3934">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3935">
                <text>Under the supervision of Professor Mark Steel.</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3944">
                <text>Hierarchical Model Combination for UK Inflation Forecasting:  Integrating Econometric and Machine Learning Models</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3945">
                <text>Machine Learning in Forecasting Inflation</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="3946">
                <text>Nitay Carmi</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
</itemContainer>
