Porters and Portage as Formal and Informal Labour: Isparta Example
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
zet: nsanlk tarihi kadar eski bir meslek olan hamalln teknolojik ilerlemelere karn varln koruduu bilinmektedir.Gemite olduu gibi zamann koullarna uygun deiikliklere uram hamalln, kentleme ve kentlemenin dourduu g ile krsal kesimden gelen vasfsz iiler ve gmenler tarafndan ncelikle tercih edildii grlmektedir.te taraftan hamallk mesleinin sosyal prestij asndan ekici olmamas ve alma yaamnn "en alttakileri" olarak dnlmeleri, toplumsal ileyiin ve iblmnn belirli bir parasn oluturan bu kesimin yeterince fark edilmemesine neden olabilmektedir.alma genel anlamda devletin kontrol ettii, formel ekonominin dnda kalan igcnn kendi hesabna faaliyetlerini ve istatistiklere yansmayan ya da tam olarak hesaplanamayan istihdamn grnm irdelemektedir.Hamaln kim olduu, hamalln tercih edilme nedeni veya hamall reten sosyo
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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