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Record W4410329929 · doi:10.5539/jgg.v17n1p51

How Two Fundamentally Different Geology and Glacial History Paradigms Address the Schoharie Creek Drainage Route Problem, New York State, USA

2025· article· en· W4410329929 on OpenAlexvenueno aff
Eric Clausen

Bibliographic record

VenueJournal of Geography and Geology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicArchaeology and Natural History
Canadian institutionsnot available
Fundersnot available
KeywordsDrainageGlacial periodState (computer science)GeologyArchaeologyGeomorphologyGeographyComputer scienceEcology

Abstract

fetched live from OpenAlex

This report compares the ability of two fundamentally different geology and glacial history paradigms to explain how eastern New York State’s unusual Schoharie Creek drainage route originated. What makes the drainage route unusual is west-oriented Schoharie Creek headwaters begin at two 300-meter-deep gaps in the 800-meter-high east-facing Catskill Eastern Escarpment (which is also the Hudson River valley’s western boundary) and then flow in a west, northwest, and north direction to eventually reach the southeast-flowing Mohawk River which flows to the south-oriented Hudson River. After traveling 280 kilometers in an almost complete circle Schoharie Creek headwaters eventually pass a point that is approximately 600 meters lower and 16 kilometers away from where Schoharie Creek begins. A geologic literature review demonstrates the Schoharie Creek drainage route origin problem attracted the attention of late 19th and early 20th century geologists and physical geographers, but the accepted geology and glacial history paradigm which has been evolving over the past 150 years did not and still does not provide the necessary mechanisms required for researchers to determine what formed the unusual Schoharie Creek drainage route. However, a new geology and glacial history paradigm which was developed by using Missouri River drainage basin drainage system and erosional landform evidence and which uses two linked icesheets, the first of which created and occupied a deep “hole” in the North American continent and which also generated immense and long-lived meltwater floods, is able to provide a logical, internally consistent, and simple Schoharie Creek drainage route origin problem solution that also explains how many other Catskill Mountain region drainage system and erosional landform features originated.

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)0.001
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.443
Threshold uncertainty score0.882

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0030.003
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.016
GPT teacher head0.259
Teacher spread0.243 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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