Bibliographic record
Abstract
Editor-in-C hief Haluk Soran, Near East University, Cyprus Co-editors Serap Ozbas, Near East University, Cyprus Nazim Kasot, Near East University, Cyprus Editorial Board Engin Baysen, Near east University, Cyprus M. Necdet Alpaslan, Dokuz Eylul University, Turkey Mehmet Karamanoglu, Middlesex University, UK Murat Sonmez, Middle East Technical University Northern Cyprus Campus, Cyprus Nehir Varol, Ankara University, Turkey Serife Gunduz, Near East University, Cyprus Owner and Publisher SciencePark Science, Organization and Counseling LTD. Publisher Contact SciencePark Science, Organization and Counseling LTD. 13 Subat Street, No: 17, 99030 Kyrenia – Cyprus E-mail: info@sproc.org Tel: +90 5338366993 Fax: +90 3928157195 www.sproc.org Editorial Contact Serap Ozbas Near East University Department of Science Education Nicosia, Cyprus E-mail: wjer.editor@awer-center.org Tel: +90 392 6802000 – 110 Sponsor World Journal of Environmental Research is an academic journal which is sponsored by Near East University and University of Kyrenia. Frequency Bi-annual Technical Staff Meltem Haksiz Vasfi Tugun Proofreading Academic Proofreading www.academicproofreading.com Cover Design Hasan Ozdal Azmiye Yinal Publishing Language All Manuscripts must be in English language. Abstracting/Indexing Google Scholar and AWER Index Issue Publishing Date May 2015 DOI http://dx.doi.org/10.18844/wjer.v5i2 International Advisory Board A. M. Abd El-Aty, University of Cairo, Egypt Afet Arkut, Cyprus International University, North Cyprus Aşkın Kiraz, Near East University, North Cyprus Bekbolet Miray, Bogazici University, Turkey Belgiorno Vincezo, University of Salerno, Italy Christian Onof, Imperial College London, UK Christos Zerefos, University of Athens, Greece Cardana Rincon, Universidad Nacional de Colombia, Colombia C. Jr. Ballesteros Florencio, University of the Philippines Diliman, Philippines Deniz Dolgen, Dokuz Eylul University, Turkey Dimitris Komilis, Democritus University of Thrace, Greece Ergun Gide, CQUniversity Sydney, Australia Gerasimos Lyberatos, National Technical University of Athens, Greece Guillermo San Miguel, Universidad Politecnica de Madrid, Spain Henny van Lanen, Wageningen University, Netherlands Howard. S. Wheater, University of Saskatchewan, Canada İlkay Salihoğlu, University of Kyrenia, North Cyprus Jia Qian Jiang, Glasgow Caledonian University, UK Jesus Garcia Lobardo, Universidad de Alcala, Spain Li Fengting, Tongji University, China Mikdat Kadıoglu, Istanbul Technical University, Turkey Nikos Thomaidis, University of Athens, Greece Nehir Varol, Ankara University, North Cyprus Steven M Ross,, Johns Hopkins University, USA Sven Wagner, Sails for Science Foundation, Germany Serife Gündüz, Near East University, North Cyprus Thorsten Wagener, University of Bristol, UK T. Hıguchi, Yamaguchi University, Japan Note: All members of international advisory board articles' indexed in SSCI. Important Information During review process we use iThenticate plagiarism software. So, it is recommended to the authors should scan with iThenticate plagiarism or other free plagiarism software of their manuscripts. © 2015 SciencePark Science, Organization and Counseling LTD. All rights reserved. The ideas published in the journal belong to the authors.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.149 | 0.078 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".