Indian coal mine location and production - December 2020
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
We obtained information on coal mines in India, their production, and location by filing applications under the Right to Information (RTI) Act, 2005 with leading coal companies such as Coal India Limited & its subsidiary companies, Singareni Collieries Company Limited and NLC Ltd. We also filed these applications with the Indian Coal Ministry and the Coal Controller Organization (India’s coal sector regulator). The RTI Act in India is the similar to Freedom of Information Act in many other countries. Most RTI replies were in PDF format with details of the mines. We individually entered the mine names and other details in excel to create the dataset. PDFs can be made available upon reasonable request and on a case by case basis as the PDFs contain "personal data" of the researcher. The geocoordinates were created by researchers using latitude/longitude data using published in various government documents or using GoogleMaps. Most of the coordinates are exact but some are approximate but within the same local region as the exact coordinates were not available.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.004 |
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