دۆخى ئهنارشیزم لهسیستهمى نێودهوڵهتى نوێ لهڕۆژههڵاتى ناوهراست دواى ساڵى 2011هەتا٢٠٢١
Bibliographic record
Abstract
پوختە ئهم توێژینهوهیه گرنگى داوه بهپاشخانێكى كورتى مێژوویى بۆ خودى چهمكى ئهنارشیزم ولێكهوت وكاردانهوهكانى، ههروهها كاریگهرى ئهم چهمكه لهسهر شوێن وجێگهى وڵاتان پهیوهندییان بهئاستى هێزى یهكترییهوه، ههروهها هۆكارى ئهو نائارامى وناسهقامگیرییهى كه لهرۆژههڵاتى ناوهراستدا بوونى ههیه، هۆكارهكهى پهیوهنیداره بهبوونى ئهنارشیزمى نێودهوڵهتى وگواستنهوهى ئهمه بۆ رۆژههڵاتى ناوهراست بۆ واقعی كردارى، بهتایبهت دواى رووداو و گۆڕانكارییهكانى وڵاتانى عهرهبی لهساڵى 2011، سهنگ وقورسایى وپێگهى و وڵاتان له سیاسهتى دهرهوهییان بهرامبهر بهو ژینگهییهى كه سیاسهتهكهى ئاراسته دهكهن. ئهم توێژینهوهیه جهخت دهكاته سهر ژینگهى سیستهمى سیاسى نێودهوڵهتى وكارلێك و بهریهككهوتنهكانى هێزهكان تیایدا لهناو ناوچهى رۆژههڵاتى ناوهراست بهتایبهت دواى گۆڕانكارییهكانى وڵاتانى عهرهبی لهساڵى 2011، وپێكدادانى بهرژەوهندنى دهوڵهتان لهناو چوارچێوهى ئهو وڵاتانهى كه شۆڕش وراپهرین تیادا روویدا. وههموو ئهو كارلێك وپهیوهندییانهى كه له نێوان وڵاتاندا ههیه، تهنها بهئهندازهى پێویست بۆ پهیبردن بهئاستى ئهوهى چ كاریگهرییهكیان ههیه لهسهر خودى ئهو نا ئارامییهى كه لهسیستهمى نێودهوڵهتیدا ههیه. وشه كلیلیهكان: ئهنارشیزم سیستهمى نێودهوڵهتى رۆژههڵاتى ناوهراست
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.
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 | 0.004 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.182 | 0.138 |
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".