RESEARCH PROGRESS OF FIELD WORKING SYSTEM OF COMPUTER-AIDED REGIONAL GEOLOGICAL SURVEY
Why this work is in the frame
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Bibliographic record
Abstract
Computeraided regional geological survey system is a high and new technology system which was developed rapidly in China in recent years. In the whole system field working system is the key research part. In this paper, development status and characteristic of related field working system of different countries were discussed, and their working models were also compared. The field working system of Australia's FieldPad, Canada's FieldLog, United States' GeoMapper, Switzerland's FieldBook and China's GeoSurvey were introduced. Besides the software, the hardwares used in field system are also important because of field hard working environment. Some new hardwares were also described in this paper, such as Laser Binoculars with Compass and Under Sunlight Readable Color Screen, et al. Based on the review, the system structure and research approach was pointed out. Methods of multiS integration and information system is essential to the system development. According to great progress in computer technology, new trend is the field working system based on lightsmall laptop computers. Lots of system application practice show that digital mapping system will improve evidently the efficiency and precision of traditional regional geological survey works. This computeraided system is very important to the Chinese new round national land and resources survey and Digital Territory engineering.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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