Developing a Mobile GIS Application for Facilitating Information Communications in Agri-Environmental Programs
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
In recent decades, information communication has been identified as an important factor facilitating farmers to adopt agricultural beneficial or best management practices (BMPs) to improve water quality. The purpose of the study is to develop a mobile GIS application to facilitate communications of BMP economic cost and environmental effectiveness information in agri-environmental programs. At the first step, a framework was developed to define the required information content and how information should be produced and disseminated. Second, the framework was implemented to develop an open-source mobile GIS application for Android operating systems with the Gully Creek watershed of southern Ontario as the case study area. The system or interface has two main modules: One is to examine the cost and effectiveness of user-defined BMP exploratory scenarios and the other is to define BMP policy/management scenarios in which optimized BMP types and locations are identified based on environmental targets or financial constraints.
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 | 0.001 |
| Open science | 0.002 | 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