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
<p class="abstrak" align="center"><strong>Abstract</strong></p><p class="abstrak">This research is a form of literature review that is part of my research that aims to investigate the views of Muslims in West Sumatra (Minangkabau Society) towards the Arabic language and how it drives their motivation to learn it. The lack of research on this issue in Indonesia, especially in the West Sumatran region, is the starting point of this study. In fact, a series of studies with the same theme have been conducted in various parts of the world such as in the United States (Belnap, 1987; Brosh, 2013; Husseinali, 2005, 2006; Nichols, 2014; Seymour-Jorn, 2004; Taha, 2007), Canada (Belnap, 1987), Malaysia (Abu et al., 2010; Aladin, 2010, 2013), Saudi Arabia (Al-Osaimi &amp; Wedell, 2014), and the United Kingdom (Jaspal &amp; Coyle, 2010). In terms of identity background, learners who establish some form of connection with the Arabic language are referred to as heritage learners (Brosh, 2013). I can conclude that religious identity is the strongest background that maintains Muslims' close relationship with Arabic.</p><br /><p class="abstrak" align="center"><strong>Abstrak</strong></p><p class="abstrak"><em>Penelitian ini merupakan bentuk kajian pustaka yang merupakan bagian dari penelitian saya yang bertujuan untuk menyelidiki pandangan umat Islam di Sumatera Barat (Masyarakat Minangkabau) terhadap bahasa Arab dan bagaimana hal tersebut mendorong motivasi mereka untuk mempelajarinya. Minimnya penelitian tentang isu ini di Indonesia, khususnya di wilayah Sumatera Barat, menjadi titik tolak penelitian ini. Padahal, serangkaian penelitian dengan tema yang sama telah dilakukan di berbagai belahan dunia seperti di Amerika Serikat (Belnap, 1987; Brosh, 2013; Husseinali, 2005, 2006; Nichols, 2014; Seymour-Jorn, 2004; Taha, 2007), Kanada (Belnap, 1987), Malaysia (Abu dkk., 2010; Aladin, 2010, 2013), Arab Saudi (Al-Osaimi &amp; Wedell, 2014), dan Inggris (Jaspal &amp; Coyle, 2010). Dalam hal latar belakang identitas, pelajar yang menjalin hubungan dengan bahasa Arab disebut sebagai pelajar warisan (Brosh, 2013). Saya dapat menyimpulkan bahwa identitas agama merupakan latar belakang terkuat yang mempertahankan hubungan erat umat Islam dengan bahasa Arab.</em></p>
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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