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
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Vural</em></p><p><em>18-31</em></p><p><em> </em></p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/10_5">Infographics: A new competency area for teacher candidates</a></p><p><em>Hakan Islamoglu, Osman Ay, Ulas Ilic, Barıs Mercimek, Pelin Donmez, Abdullah Kuzu, Ferhan Odabasi</em></p><p><em>32-39</em></p><p><em> </em></p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/10_6">Journeys of science and culture from Hakkari to Istanbul: Reflections of teachers</a></p><p><em>Muhammet Oztabak, Cem Ozisik, Ozge Hacifazlioglu</em></p><p><em>40-52</em></p><p><em> </em></p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/10_7">Comparison of public and private school teachers and school principals opinions in Abuja, Nigeria</a></p><p><em>Deniz Ozcan, Teyang Istifanus Zabadi</em></p><p><em>53-64</em></p><p> </p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/10_8">Significance of personal characteristics for entrepreneurial youth activity</a></p><p><em>Ruta Adamoniene, Adele Astromskiene</em></p><p><em>65-74</em></p><p><em> </em></p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/10_9">Online device usage habits and emotional well-being in net generation</a></p><p><em>Nur Demirbas Celik, Birol Celik</em></p><p><em>75-85</em></p><p><em> </em></p><p><em> </em></p><p><strong>Vol 10, No 2 (2015)</strong></p><p><em> </em></p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/3034"><em>From the Editor</em></a><em>s</em></p><p>Huseyin Uzunboylu, Cigdem Hursen</p><p>84-85</p><p> </p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/10_2_2"><em>The Reviewer List</em></a><em></em></p><p>Huseyin Uzunboylu, Cigdem Hursen</p><p><em>86</em></p><p> </p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/10_2_3">Enhancing the Quality of Secondary Educational Institutions Through in-Service Training of Teachers in Bayelsa State, Nigeria</a></p><p><em>Chukwuma N. 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Tremblay Richard</em><em></em></p><p>245-256</p><p> </p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/1_7">Social anxiety experiences and responses of university students</a></p><p><em>Behiye Akacan, Gurcan Secim</em></p><p>257-264</p><p> </p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/1_8">Effect of educational agent and its form characteristics on problem solving ability perception of students in online task based learning media</a></p><p><em>Halil İbrahim Akyüz, Hafize Keser</em></p><p>265-281</p><p> </p><p><a href="http://www.world-education-center.org/index.php/cjes/article/view/1_9">Class teachers expectations from
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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