Bibliographic record
Abstract
It is said that the transition from hydrology to the hydrosocial system has the potential for transforming the way currently water is seen as a natural object. The hydrosocial cycle denotes that we need to think about water beyond the definition of natural objects as the meaning of water emerges from the socio-cultural-political nexus it is embedded in. In this essay by drawing upon Martin Heidegger’s philosophy, I explore whether this transition is capable of changing the way we think about water. To philosophically capture the status of water and the thinking that is associated with it in this transitional moment, I engage with the notion of inceptual thinking, examining its possibilities within the context of this transition. My deliberation will establish that even though the hydrosocial cycle provides us with a unique space and opportunity from which to initiate inceptual thinking about water, the present orientation of hydrosocial scholarship fails to accomplish this objective. I further argue that the possibility to initiate an inceptual thinking arises from the rupture in our thinking, and our empathy toward the ‘in-between’ space of the actor and the thing. This inceptual thinking would lead toward understanding thing as gathering.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.051 |
| Scholarly communication | 0.004 | 0.008 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".