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
the historical importance of water.Neither does this reviewer have to be convinced that water has been a major force in many developments and events of the past that historians better reckon with than ignore.And still, while browsing through the 281 pages, reading the 25 chapters and looking at the 36 illustrations in Martin Melosi's magnificent Water in North American History, the ubiquity, the significance, and the multi-faceted nature of water's ways are amazing.Water is stored behind gigantic dams, in swimming pools and drinking bottles.It flows through cities, bodies, landscapes and huge infrastructural devices.It can be contaminated, polluted, enriched and purified (again).Water is the source of life, power, fun, and sometimes death.It is endowed with material as well as aesthetic qualities.The water cycle connects (almost) every place of this earth and yet the distribution of water is highly uneven.It spills and leaks into places where it is not supposed to be and is being diverted to destinations it would never have reached on its own.It is difficult to ascertain what the bigger problem is: too much water or not enough of it.Martin Melosi's book is part of the series "Themes in Environmental History" that mostly aims at undergraduate history and environmental studies students.It tackles the versatility of water in eight sections, each of which contains two to four "water episodes" (2) of approximately 10 pages each, understood by the author as "departure points for discussion and the basis for starting conversations" rather than "comprehensive learning vehicles."(2) This is true insofar as the individual episodes resemble scholarly articles more than textbook chapters (the one exception being the lack of references).However, it is also a bit of an understatement since Melosi's vignettes often highlight key events, developments, technologies and practices in the water history of North America (not so much individuals though).It is particularly the arrangement of and the interaction between the "water episodes" which lends the book an encyclopedic quality.The three articles in the first part of the book that speaks about Indigenous peoples before contact are a case in point.Here, Melosi deals with the Hohokam in the American Southwest, the Aztecs in Central Mexico and the Inuit in Canada's arctic region, and their respective encounters with water.This approach allows him not only to cover, exemplarily, the entire geographic region of North
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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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