Neural Networks and Rules-based Systems used to Find Rational and Scientific Correlations between being Here and Now with Afterlife Conditions
February 17, 2026
Neural Networks and Rules-based Systems used to Find Rational and
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F8B4E
Crossref Journal DOI 10.17406/GJHSS
Print ISSN 0975-587X
e-ISSN 2249-460X
The methods for personal identification and authentication are no exception.
Neural Networks and Rules-based Systems used to Find Rational and
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Persistent governance failures in public construction projects highlight the need for strategic interventions, with Civil Society Organizations (CSOs) providing a potential pathway toward more transparent, inclusive, and sustainable infrastructure delivery. This study investigates the factors influencing the effectiveness of CSO oversight in Nigeria’s construction sector and explores strategies for strengthening their role. Data were collected through a survey of 305 respondents—including CSO staff, government officials, and project beneficiaries—and analyzed using mean score and the Kruskal–Wallis rank test. Findings indicate that CSO oversight is constrained less by technical limitations than by structural and political barriers. Limited information access and weak coordination are further compounded by entrenched patronage, institutional fragmentation, and low civic legitimacy. The study also shows that meaningful contributions to accountability and inclusive governance depend on aligning foundational, operational, and adaptive strategies. Addressing these challenges requires more than transparency tools, calling for broader political and institutional reforms. The study recommends strengthening CSO oversight through legal and regulatory safeguards, diversified and sustainable funding, enhanced technical capacity, and context-sensitive collaborative approaches.
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