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Record W1966434642 · doi:10.1144/1467-7873/05-074

Geochemistry of Sediments and Sedimentary Rocks: Evolutionary Considerations to Mineral Deposit- Forming Environmentsby David Lentz (ed.), Geological Association of Canada, GeoText 4, 2004, 184 pp. US$80. ISBN 0-919216-76-5

2005· article· en· W1966434642 on OpenAlexaboutno aff
Karen D. Kelley

Bibliographic record

VenueGeochemistry Exploration Environment Analysis · 2005
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsGeologyGeochemistrySedimentary rockMineralChemistry

Abstract

fetched live from OpenAlex

How can geochemistry be applied to our understanding of the formation and evolution of sedimentary rocks and sedimentary basins? Collectively, the ten papers included in this book address this question and suggest that geochemistry is important for (a) understanding changes that take place in the diagenetic environment, (b) interpreting provenance and developing crustal evolutionary models, (c) dating sedimentary rocks, and (d) understanding the genetic relationships between sedimentary ore deposits and their associated sedimentary sequences. The introduction by David Lentz is a good historical perspective and review of the use of geochemistry in sedimentary rock research that provides perspective for the more data-specific papers that follow. However, a clearer picture of the primary goals of the book and how the papers were chosen would have been useful to help a reader understand the common theme that threads the papers together. The paper by S. McLennan et al. shows the significance that geochemistry can …

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 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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.438
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.007
GPT teacher head0.187
Teacher spread0.179 · 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 teacher head, not a consensus.

Study designBench or experimental
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
Published2005
Admission routes1
Has abstractyes

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