MétaCan
Menu
Back to cohort
Record W4414801060 · doi:10.1007/s00126-025-01393-5

The Karibib region as an emerging gold district in the Damara Belt, Namibia: a review and regional interpretation of controls on mineralization

2025· article· en· W4414801060 on OpenAlexaff
Josia Shilunga, Alexander Kisters

Bibliographic record

VenueMineralium Deposita · 2025
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsBarrick Gold (Canada)
FundersUniversiteit Stellenbosch
KeywordsMineralization (soil science)Mineral resource classificationEconomic geologyRegional geologyGold oreMetallogeny

Abstract

fetched live from OpenAlex

Abstract Recent discoveries around existing gold deposits and prospects demonstrate the significance of the Karibib region in the south Central Zone of the Pan-African Damara Belt in central Namibia as an emerging gold district. This paper aims to identify the underlying structural and lithological controls of the gold mineralization in individual deposits and prospects. Gold occurrences throughout the region are hosted by the lithologically heterogeneous, amphibolite-facies, carbonate-siliciclastic metasedimentary sequence of the Neoproterozoic Swakop Group. Gold is exclusively associated with quartz-vein systems and associated sulfides, primarily pyrrhotite, arsenopyrite, pyrite, and minor chalcopyrite. The geometry of the vein systems varies systematically between deposits and prospects but shows close relationships with the main generation of east-northeasterly trending folds and thrusts that formed during the main phase of northwest-southeast directed, subhorizontal shortening (D 2/3 ) between ca. 530 − 510 Ma. Sites of economic gold mineralization correspond to a combination of (1) contacts between rock types of distinctly contrasting rheology along which strain localization promoted fracturing and veining in more competent rocks, (2) high-strain zones that localized regional fluid flow, mainly along steep fold limbs of regional-scale folds, and (3) regional-scale deflections of wall-rock structures and jog-like geometries that resulted in either dilational or contractional structural sites. It is the combination and interplay of these factors that control the formation of auriferous quartz-vein systems in the Karibib region.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.015
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0080.008
Science and technology studies0.0000.001
Scholarly communication0.0020.001
Open science0.0010.001
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 head0.013
GPT teacher head0.265
Teacher spread0.252 · 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 designNot applicable
Domainnot available
GenreReview

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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueMineralium DepositaSame topicGeochemistry and Geologic MappingFrench-language works237,207