MétaCan
Menu
Back to cohort

Lake Physics to Ecosystem Services: Forel and the Origins of Limnology

2014· article· en· W2013544919 on OpenAlexaff
Warwick F. Vincent, Carinne Bertola

Bibliographic record

VenueLimnology and Oceanography e-Lectures · 2014
Typearticle
Languageen
FieldEnvironmental Science
TopicAquatic Ecosystems and Phytoplankton Dynamics
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsLimnologyEcologyBenthic zoneGeographyOceanographyLibrary scienceGeologyBiologyComputer science

Abstract

fetched live from OpenAlex

Summary In 1892, François A. Forel created and defined the new science of Limnology as “the oceanography of lakes.” His aim was to establish an integrative discipline for the aquatic sciences in which diverse types of lake studies, from physics, chemistry and biology, to anthropology and economics, would complement and inform each other to produce a meaningful synthesis. Forel grew up in Morges, Switzerland, on the shores of Lake Geneva (lac Léman), and then left for 11 years to universities in France and Germany to study the natural sciences and medicine. Shortly after his return to Switzerland, he was appointed Professor of Anatomy and Physiology at the Academy of Lausanne. In the first years back at the lake, he made important discoveries about deep‐living benthic animals and surface seiches that reinforced his early decision to adopt Lake Geneva as his “laboratory and aquarium” and to devote his career to limnological research. Forel's remarkable breadth of interests and expertise culminated in 288 reports and publications, including the first text book in general limnology (published 1901), and the seminal, three‐volume monograph on the Limnology of Lake Geneva (1892, 1895 and 1904). Forel's success was the result of his passion for lakes and lake science, an ability to pose and critically evaluate insightful questions about the natural world, a flair for observation and new technologies, a rigorous, encyclopedic ability to collect and synthesize all available information, and a natural talent for networking and collaboration. His view of lakes as coupled physical‐chemical‐biotic‐human systems is particularly relevant to facing the challenges of global change, and the associated rapid shifts in ecosystem services at a planetary scale. This e‐Lecture is rich in images including previously unpublished photographs of materials held in the Forel Archives at the Lake Geneva Museum, Nyon, Switzerland. The e‐Lecture also places Forel's work in the broader historical context of the development of limnology in Europe, North America and beyond. Central in this presentation is a description of Forel's goal to achieve an integrated synthesis in his lake studies, and his view of humans as a powerful biotic component within the lake ecosystem.

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)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.012
Threshold uncertainty score0.044

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0030.017
Scholarly communication0.0050.012
Open science0.0010.004
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0050.001

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.

Opus teacher head0.002
GPT teacher head0.177
Teacher spread0.174 · 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 designTheoretical or conceptual
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

Citations10
Published2014
Admission routes1
Has abstractyes

Explore more

Same venueLimnology and Oceanography e-LecturesSame topicAquatic Ecosystems and Phytoplankton DynamicsFrench-language works237,207