MétaCan
Menu
Back to cohort
Record W2321145370 · doi:10.1093/shm/hkt109

The Question of Water Quality and London's New River in the Eighteenth Century

2014· article· en· W2321145370 on OpenAlexaff
Leslie Tomory

Bibliographic record

VenueSocial History of Medicine · 2014
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical Art and Culture Studies
Canadian institutionsMcGill University
Fundersnot available
KeywordsQuality (philosophy)HistoryArtPhilosophyEpistemology

Abstract

fetched live from OpenAlex

Although most historiographic attention about the quality of London's drinking water has been directed towards the nineteenth century, it was an important subject in the eighteenth century as well. This paper focuses particularly on the New River supply to the city and shows that different groups approached the subject in various ways. The New River Company was constantly concerned about quality in regard to matter that affected the water's taste, appearance and smell, meaning mostly weeds, leaves and mud. Popular opinion, however, fixated on one subject above all others: that of people bathing in the New River. This source of contamination created such ire because the practice of bathing was becoming increasingly popular for its health effects; those objecting mingled moral and spiritual impurity with the contamination of the water; and finally, there was a strong class element to the dispute, with the bathers being from the lower classes.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.093
Threshold uncertainty score0.184

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.024
Scholarly communication0.0080.005
Open science0.0010.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0050.000

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.

Opus teacher head0.037
GPT teacher head0.263
Teacher spread0.226 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations9
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueSocial History of MedicineSame topicHistorical Art and Culture StudiesFrench-language works237,207