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Record W1566041260 · doi:10.1108/09504121111103281

Encyclopedia of the World's Coastal Landforms

2011· article· en· W1566041260 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueReference Reviews · 2011
Typearticle
Languageen
FieldEnvironmental Science
TopicCoastal and Marine Management
Canadian institutionsnot available
Fundersnot available
KeywordsEncyclopediaLandformGeologyGeographyCartographyLibrary scienceComputer science

Abstract

fetched live from OpenAlex

Encyclopedia of the World's Coastal Landforms is an account of the various kinds of coastal morphology found on the world's coastlines.It is presented in 224 chapters, based on national, state, or county divisions, and arranged in a sequence that proceeds counterclockwise around the continents.Th e sequence begins with Alaska, proceeds around North America to Arctic Canada, then Greenland and fi nally, Iceland.Another counterclockwise sequence begins with Norway and proceeds by way of Europe and the Mediterranean around Africa to India, Southeast Asia, China, Korea, and the Pacifi c and Arctic coasts of Russia.Interruptions are made at appropriate points to include the Great Lakes, the Caspian Sea, and islands such as Britain, Madagascar, and Japan.Th e sequence is completed with the Philippines, Indonesia, Papua New Guinea, Australia, New Zealand, the islands of the Pacifi c, Atlantic, and Indian Oceans, and fi nally Antarctica.Th is work was preceded by Th e World's Coastline, edited by Eric C. F. Bird and Maurice L. Schwartz and published by Van Nostrand Reinhold, New York, in 1985

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.914
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0060.001

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 head0.044
GPT teacher head0.240
Teacher spread0.195 · 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