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        <identifier>oai:figshare.com:article/34036928</identifier>
        <datestamp>2026-09-30T20:43:15Z</datestamp>
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          <dc:title>Mixed reality in construction: an empirical framework for adoption, resistance, and maturity</dc:title>
          <dc:creator>Saddam Hussain Khurram (25146245)</dc:creator>
          <dc:creator>Shengjun Miao (25146248)</dc:creator>
          <dc:creator>Muhammad Akbar (3700117)</dc:creator>
          <dc:creator>Ahmed Othman Alanazi (25146251)</dc:creator>
          <dc:creator>Asiya Mushtaq (25146254)</dc:creator>
          <dc:subject>Medicine</dc:subject>
          <dc:subject>Ecology</dc:subject>
          <dc:subject>Sociology</dc:subject>
          <dc:subject>Science Policy</dc:subject>
          <dc:subject>Construction technology adoption</dc:subject>
          <dc:subject>mixed reality</dc:subject>
          <dc:subject>technology acceptance</dc:subject>
          <dc:subject>organizational learning</dc:subject>
          <dc:subject>exploratory survey</dc:subject>
          <dc:subject>MR Realism Curve</dc:subject>
          <dc:description>&lt;p&gt;Mixed Reality (MR) can support visualization, coordination, inspection, and safety in construction, yet sustained adoption remains uneven. This study re-examines cross-sectional survey evidence from 100 construction professionals on perceived MR implementation costs and benefits. The revised interpretation is deliberately exploratory. Users reported lower perceived Business Process Re-engineering (BPR) cost than non-users (&lt;i&gt;M&lt;/i&gt; = 3.10 versus 3.82) and higher perceived productivity benefit (&lt;i&gt;M&lt;/i&gt; = 3.79 versus 3.09), whereas the original five-level usage-frequency score showed a modest negative linear association with productivity perception (r=-0.272, &lt;i&gt;p&lt;/i&gt; = 0.006). These statistics answer different questions and do not establish a decline-and-recovery trajectory. Professional role was associated with initial hardware-cost perception, F(2,96)=4.99, &lt;i&gt;p&lt;/i&gt; = 0.009, with the Design/Digital group reporting the highest mean. In response to the limits of a sample of 100 and a cross-sectional, self-selected design, the MR Realism Curve is therefore reframed as a conceptual proposition rather than an empirically validated temporal model. The proposition integrates technology-acceptance research with organizational-learning theory and identifies pre-adoption expectations, early-use recalibration, and a mature-use hypothesis for future longitudinal testing. The findings support cautious expectation management while emphasizing the need for larger, longitudinal, and probability-based studies.&lt;/p&gt;</dc:description>
          <dc:date>2026-09-30T20:43:15Z</dc:date>
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          <dc:identifier>10.6084/m9.figshare.34036928.v1</dc:identifier>
          <dc:relation>https://figshare.com/articles/dataset/Mixed_reality_in_construction_an_empirical_framework_for_adoption_resistance_and_maturity/34036928</dc:relation>
          <dc:rights>CC BY 4.0</dc:rights>
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