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
Berunanpukuria is the largest mouza in the Icchapur Nilganj Gram Panchayet of Barasat-I Block in North 24 parganas in West Bengal. Berunanpukuria is situated on the middle of Barrackpur-Barasat highway in the vicinity of Barasat town. The village is large with an area of 152.92 sq.km. It has a population of 2162(according to 2001 census.) In the past(before 10 years) time the village was fully dependent on agriculture and fishery. But after the education institutions were set up the village become a developed village and in future it will become educational hub as well as an urban area. Here the study mainly focuses on the identification of socio-economic and cultural transformation of the village due to set up of education institution (W.B.S.U & Kingston Educational institute). When the Kingston Educational Institute (Technical engineering college) was set up in 2004 the transformation started and then after 2009 when the West Bengal State University was established a huge change is seen in transportation facilities, income level, change in land use, social amenities of study area, as well as density of population per sq-km, increase of total population, house construction, employment both male and female, health care facilities, increase of literacy, change of food habit, dress patterns, house amenities, nutrition distribution, bank account, etc.Therefore an attempt has been made here to identify the socio-economic and cultural transformation of the village and its benefit.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.288 | 0.011 |
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