Paper Harvest Report
Date range: September 15, 2026
0 top-tier papers selected out of 86 total publications
Today’s Highlights
No hydrology or water resources papers passed relevance filtering on September 15, 2026. Of the 5 papers that cleared the deterministic topic filter, all were found to address unrelated domains (atmospheric river classification, fracture dissolution chemistry, infectious disease epidemiology, cancer biology, and microbial genetics) after LLM review.
AI for Science
How AI is changing research
- Reproducibility in the era of large language models (Nature Computational Science, 2026-09-22) — As LLMs become embedded in research workflows, ensuring reproducibility requires new practices: fixed model versions, logged prompts, and deterministic sampling. A must-read for any team using AI-assisted literature review, code generation, or result synthesis.
Statistics
| Metric | Count |
|---|---|
| Journals searched | 11 |
| Total papers fetched | 86 |
| Passed deterministic filter | 5 |
| After LLM relevance filtering | 0 |
| Rejected (not relevant) | 5 |
| AI for Science items picked | 1 |
Papers by journal
| Journal | Papers |
|---|---|
| Nature | 13 |
| PNAS | 23 |
| Geophysical Research Letters | 5 |
| Nature Communications | 45 |
Filtering Criteria
Topics: hydrology, hydrologic model, river, runoff, streamflow, reservoir, water management, flood, drought, seasonal, land surface model, climate change, hydropower, surface water, irrigation, earth system model, estuary, coastal, freshwater discharge, river plume, ocean biogeochemistry, marine heatwave, paleohydrology, paleoclimate, Quaternary, Holocene, Pleistocene, fluvial geomorphology, river terrace, loess, drainage network, river capture, landscape evolution, luminescence dating
Fields: engineering, environmental science, computer science, geology, geography