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Record W2771757221 · doi:10.17576/jsm-2017-4609-22

Pencirian Mikroskopi Butiran Kuarza Laut Cetek Muara Sungai Kelantan Hingga Pelantar Benua Laut China Selatan, Semenanjung Malaysia

2017· article· ms· W2771757221 on OpenAlexaff
Nurul Afifah Mohd Radzir, Che Aziz Ali, Kamal Roslan Mohamed

Bibliographic record

VenueSains Malaysiana · 2017
Typearticle
Languagems
FieldEarth and Planetary Sciences
TopicGeological and Geophysical Studies
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsChinaGeographyArchaeology

Abstract

fetched live from OpenAlex

Characterization of quartz grains by using scanning electron microscopy (SEM) has identified several quartz types with different textures and morphologies. By using this method, six types of quartz grains have been identified which are quartz type A, B, C, D, E and F based on textures and morphologies recorded during transportation (mechanical processes). The six types of quartz are the results of two factors which are genetic of quartz and mechanical processes during transportation. As a result of the distribution of this factors, two suites of detrital quartz was discovered which are province I and province II. Province I is characterised by distribution of low energy with poor mechanical processes and consists of recent sediments which was transported by the Sungai Kelantan. The recent sediments showed smooth to moderate rough surface texture with V marks size <2 m or absent and have rounded to angular grain shape. Meanwhile, province II is characterised by moderate to high mechanical processes and sediments are represented by a mixture of recent and relict sediments which is known as marine sub-arkosic components that has been deposited since 5000 cal. yr. BP. The marine sub-arkosic components undergone some excessive mechanical processes that produces rough surfaces textures, V marks structure with size <2 m to >2 m, high abrasion on the surface of quartz and rounded to nearly spherical morphology.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.068
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0050.001
Scholarly communication0.0010.001
Open science0.0030.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.008

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 head0.018
GPT teacher head0.228
Teacher spread0.210 · 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; both teacher heads agree on what is shown here.

Study designObservational
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

Citations1
Published2017
Admission routes1
Has abstractyes

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