Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ICSDI 2022 is the most dynamic, informative, inspirational, and innovative event organized by the Engineering College of Prince Sultan University (Riyadh, KSA). The 2022 conference focuses on the State of the Art and Practice in different sustainable development goals (SDGs), as one of the promising and trending Engineering disciplines, this field is still changing rapidly. Along with the diversity of presentations on challenging projects and research, ICSDI 2022 will feature multiple invited speakers on selected topics. The conference will include a wide range of knowledge-enhancing technical and panel sessions, short courses, and workshops. There are around 96 participants attending the conference in the opening ceremony and plenary sessions. They are from the United States, Germany, Canada, India, Brazil, Chile, China, Egypt, Russia, Georgia, Hong Kong and so on. The conference was held in hybrid, both physical and virtual mode due to covid19 restrictions in few countries. Around 18 participants attended in virtual mode. At this conference, we were greatly honored to have outstanding Keynote Speakers and Invited Speakers from different countries. They addressed the audience and shared their knowledge and rich experience in related fields. They are Prof. Dennis D. Truax from Mississippi State University, USA; Mr. Ziyad Alshiha, Group Chief executive of The Saudi Investment Recycling Company (SIRC), Saudi Arabia; Dr. Adam C. BOULOUKOS, The UNDP Resident Representative for the Kingdom of Saudi Arabia; Eng. Turki Bukhari, Vice President, Assets & Facilities Management, Expro, Saudi Arabia; Mr. Raed Albasseet, Chief Environment and Sustainability Officer of the Red Sea Development Company & AMAALA; Eng. Fahad Al Ajlan, President, KAPSARC; Mr. Mark Mirza, Project Leader at Fraunhofer ISC, Germany; Ms. Mayssam Tamim, Assistant Resident Representative; Dr Ahmed Al-Darwish, Deputy Governor for Development, Economic Research & Policy Advocacy; Dr. Ahmad Alwosheel, Assistant Researcher at King Abdulaziz City for Science and Technology (KACST); Eng. Mazin Albahkali, Executive Vice President Strategic Planning and New Business Development, Saudi Electricity Company (SEC), Saudi Arabia; Mr. Bandar Al Blehed Clients Relations Development Head -Saudi Exchange; Dr. Abdullah Alabdulkarem Executive Director of the Enablement Sector at the Government Expenditure and Projects Efficiency Authority (EXPRO); Eng. Waleed AlGhamdi, Associate Director, Smart City & Sustainability; Mr. Turki A. Alrowili, Spokesperson, Public Relations and Communication Director at National Development Fund; Dr. Ameer M. Al-Alwan, Advisory and Training Director, Center for Local Governance. There are 16 sub-sessions during the conference. The tracks of the conference include Manufacturing and Industrial Systems towards Sustainability, Sustainable Construction Technologies and Materials, Energy Sustainability: Challenges and Opportunities, Sustainable Urbanization and Smart Cities, Sustainability and Built Environment, Policies, Regulations and Economic Assessments towards SDGs. Attendees, paper presenters, keynote speakers, scholars and students have benefited in many ways from this conference. We would like to express our great appreciation to the organizers, members of the program committees and reviewers of ICSDI 2022 for their hard work. Without their participation, it would be impossible to hold ICSDI 2022 successfully and ensure the high quality of papers of the conference proceedings. We also would like to express our gratitude to the unbelievable number of authors for contributing their research results to the conference. List of Committees, Statement of Peer Review are available in this pdf.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it